{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3.3-直方图处理\n",
    "## 参考资料\n",
    "[1] [python+OpenCV 彩色直方图均衡化](https://www.jianshu.om/p/9a9000d226b6)  \n",
    "[2] [openCV—Python(8)—— 图像直方图及其直方图均衡化](https://blog.csdn.net/jnulzl/article/details/47171549)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "import matplotlib.pylab as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f1cf4284750>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = cv2.imread('../../data/moon.png',0)\n",
    "plt.imshow(img, 'gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#图像直方图\n",
    "hist = cv2.calcHist([img],[0],None,[256],[0,256])\n",
    "\n",
    "plt.figure()#新建一个图像\n",
    "plt.title(\"Grayscale Histogram\")#图像的标题\n",
    "plt.xlabel(\"Bins\")#X轴标签\n",
    "plt.ylabel(\"# of Pixels\")#Y轴标签\n",
    "plt.plot(hist)#画图\n",
    "plt.xlim([0,256])#设置x坐标轴范围\n",
    "plt.show()#显示图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f1cf43d1410>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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wcFDxnPHxcfr6+gAUQ+ro6OD06dMKmm7evBmPx1PyDIJbuVwuTpw4wZtvvsno6ChWqxWfz8fNmze5cOGCKmNAwexEIoHb7ebNN98kGo0SDof5nd/5Hfbu3UtPTw9HjhxRADwcDut9y5jLfQgQKcpidHSUTCajyiEWiyngK5ksq9XKhz70IUwmExaLRTMx71Ys+/bte08feD/k61//+r5f//Vf5/r166xfvx6n00lFRQWhUIj5+XlmZ2cJBoPYbDYcDodqv+rqauLxOBaLRVN9V69exel0YjKZcDqdGs8lEgni8ThvvfUWdrsdt9vNlStXgLUFvGnTGl7q8/k4ceKEuuwCMrW0tFAoFEilUjzwwAOMjIxw7tw5KioqiMViRKNRfD6fxp8rKytEo1FWVlaorq7G6XSSzWaZnZ2lurqat99+W5VFNptVheBwOLh27RrJZBK73Y7ZbMbr9eJ0OqmqquLMmTNkMhlqamooLy/nlVdeYefOnVRUVBAIBLh6dQ14XlxcZNOmTTQ0NFBZWampWp/Px+joKCaTie7ubgCuXr1KXV0dAJOTk1RVVRGPxzUtOzk5ycrKCnV1dZjNZl2w+XyebDZLNpvl4sWLbN68WVOkcg9Xr14lmUwSj8fZtm0bBw4coL29nXPnzuHxeFhdXSWTyXDgwAHa2tpYv349k5OT+Hw+FhYWuHLlCgsLCxSLRfWSGhsbSSQSDA0NsWPHDqLRKLlcjng8zvXrazj3/v37qaqqoqenh6WlJbZt20YikSCRSHDt2jWGh4fJ5XLU1dVRU1Ojayoej1MoFLh69Sqzs7MEAgFsNhupVIr29nZ+8IMfMD4+zsLCAteuXaOiooK6ujquXVvL0FdWVjIzM8OnPvUpRkZG2LlzJyMjI/yX//JfeOONN1heXsbj8fChD31IsyPbtm3D6/Vy8uRJenp6cDqdlJWVUVZWRiwWw+VyMT8/TyaTobKykvn5eQqFAuXl5Vy6dIlAIMD//J//U8fJbDZTXl7OgQMH+O53v0uxWKSiooLFxcUb+/bt+8a72ZMfCMXw93//9/ueeuoprl+/zuTkJOvXr6eqqkoX4OzsLC0tLayururiSKVSLCwsaMpGFIPT6eTP/uzPcLlcTE9PEwgE1LJv2bKFqakpvF4vdXV1LC8v09TUxNzcHMViUTfHb/3Wb2Gz2airq2NlZYWysjJdHGNjYyUg5wMPPMDq6iqJRIJQKMTKygqBQIDJyUlgzQqeO3eOQCCA2Wxmenqauro6zenDmldy7dq1EuUQj8fZsmULiUSCxsZGTp48SSwWo62tTfPXMzMz1NXVMTk5STQaVYsiqHkikSAQCFBdXc21a9fIZrOcOXOGRx55BLvdzuzsLJOTkzz11FOcO3eOqqoqVldXsdlshEIhtZYf/ehHVUlkMhnC4TArKyskk0kKhYIi92+99RY3btxQyx4IBFSp1dXVceTIEcUC6urqWFxcZGBggIcffpgHH3yQmZkZzp49S1lZGevXr2dmZgabzcbVq1fZunWregWJRAKn04nX6+XatWusW7cOq9WK1+tlcnKS6upqfu3Xfg2TyUQwGMTv97O4uMjKygrnzp2jrq4On8/HW2+9RTqd5oc//CEf//jHASgvL+fQoUM899xz9PX1EY1G9Xmi0Sg1NTWEQiFef/11zp8/z+rqqir4mZkZQqEQNpsNv99PIpFg27ZtVFRUAKjSEgUta0YUTjabZdeuXdTW1rJu3TreeecdBTGvXLmia1x+LhQKVFdX09jYyN/93d+RzWZ1T1VUVPDVr36VH//4x0xPT7N161amp6d/uRTDN7/5zX2PP/44Ho8Hh8NBQ0MDkUiE8vJydWOTyaQCQBcvXiQYDLKwsMDKygonT55kaWmJxsZGFhcXFXOYnp7G6XRSX1+v3gOsTUxzczNOpxOHw8HOnTtpb29XS19WVsbi4iI2m63E3Y7FYly7dk0JWC0tLbopRkdHNXXW0NCgiHoikeCtt97iiSee4C//8i/50Ic+pBOYSCRKYt5AIMDi4qKCh6Ojo2SzWY25YS18CQQCwJqlF2Vgt9vx+/1kMhkmJyfVjQ0GgxrLejwedu7cSSaTYXx8XC3i4uIii4uLTE5O4nQ6GRkZwel06jPL6/IvGo3qhpcxs9lseL1eysrKcLlcqkyPHTuGzWbj5MmThMNhEokElZWVBAIBrl27Rl1dHefOncPv91NTU0NVVRV1dXVUV1fj8XjYuHEjs7OzWCwWCoUCW7duJZ1OU15eTjqdVmUKa96OENuqq6upqKhgYWGBq1evEo1G+dKXvsTmzZv58pe/zODgIN/97nd57LHH+B//438o6JfP52loaOCtt95SMDGRSCgpScbLZrOxvLxMIpHQOd20aROBQIAtW7YwNjaGw+HA6/WSy+VwOBwsLy+zadMmstksp0+f5umnn2Z2dhaHw8Hf/u3fcv36dSorKwmFQtxzzz3U1dWxYcMGbDYb6XSaeDzOK6+8wt69e/nhD39IWVkZCwsLOBwODWmKxSImkwm3282v//qvqwf4jW98g6985Su/XIrh61//+r7PfOYzTE9Ps379ekwmk4YEXq9X3e9CoYDH41GLabPZKCsr000tFj6ZTDI4OEhrayujo6MkEgl1NWWDCK9ALMnk5KQudlgLL2TTLy4uUlNTw/e+9z1aWlp0E4ZCId566y2i0Sif+cxncDgcmEwmtRSvvvoqNpuN8+fPk0wm+e3f/m0F7Do7OzGZTGzduhWz2UwgEOD48eOk02n1XBwOh6LPbrcbu93O+Pg4fr+fkydPKovu2rVrVFdXE41GWVxcJBQK0djYqApOricb+ty5c3R2dtLX16cEMOPrAwMDivdkMhm2bduGzWZjcnKSTCZDMBjkypUrytgrFAr4/X6Gh4fJZDLMzs5qpkfCp5aWFlUEDoeDxcVFstksDoeDQCBANBoVdxebzcbFixdJp9PY7XbWrVtHY2Mj77zzDtFolH/5l3+htbWVfD5PPB4v4a9cvXqVQCCgc1dTU8Pq6iper5dCocCFCxfYsGEDAwMDdHR0UF1dzblz55idndUQ6sEHH1ReTWNjI9FoFLfbrUYhHo8rprC8vEx1dTW7du0il8tx7tw5Hn30USKRCG63G6fTycDAABMTE2zatEkV2fnz5/m93/s9otEoHR0dbN68GbvdzuLiIhs3bqRYLJLNZhWU9/l8PPnkk7z22ms8//zzvPzyy+RyORobGzl06BBf/OIX2b9/v7I4JVXp8/mw2Wx86lOf4vnnn3/XiuEDAT4uLi6Sy+UU1IpGo4p+C70WUECspaVFPzs2NqaWLZ1Oq4exd+9e3G43Fy5cYGJiQglIsAYKut1uTdm1traWoPKSi6+pqcHlchEMBslkMuzevVuJULFYjNdee00VRH9//x3EFnExd+zYAVBCqjpy5Igi8CKPPPKIAqbyWUmlyX2LCGYi3oVkMyTlGIlEGBsbUxBTQLuxsTESiQRjY2N0dHQQiURwuVzEYrGSFKrf72dsbExBzeHhYbq6uujq6mJ4eFjvQ4A8AUABna94PM6ZM2c4deoUfr+f5uZmRkdHcbvdurncbjd+v5+2tjZqamr4r//1v+J0OhXjmZqaor+/n+npaWZmZkilUnR2dmrGQcZLUolwCyyVZ29paaG7u5twOMyOHTs4cuQIV65coaenh66uLpLJJF1dXdTX1xMMBjXLIePY1tbG4OCgzoUohTNnzgBr2Z8DBw4oiPgnf/InhEIh9YK8Xi8XL15UIBrgscceY3p6GpfLxbVr10ilUnz+85+nu7ubWCym4G5lZSW5XA6r1cqNGzdYWloqoT1LCnd+fp69e/cqvpbP53n55ZcZHR3lmWee4b3KB8Jj2L9//77du3dr+iWVSrF+/XquX7+utQlOp5N169aRSqWYmppSyyIW7MaNG3zve9/j5Zdf5uGHH+azn/0sH/nIR9SVPn36NI8++igul0s9jQceeACn08nCwgLBYJAf/ehHrKys4Pf7aWxs5OLFi9TV1TE0NKRAkACC9fX1RKNRJTCJda2vr+fb3/62MuXq6urYtm0buVxOLe/s7Cy7du3CZrMp/uD3+4lGo9TX1zMwMKDup9vtZnZ2FrPZrJ7I2NgYnZ2d5HI5stms4gjj4+Mau4uVO336NB0dHVy6dElz47LAs9ksHR0dDA0N8frrr9PT06MpxiNHjijbMhaLkUwmMZlM2Gw2NmzYoHUBk5OTmqnwer1kMhnq6upIpVLMzs5SUVGhbv/Q0BCbNm1S0C0SifCRj6zxbWw2Gx6Ph1deeYWRkRE6Ozu57777WFpaorq6mnw+r7UvNpuNw4cP09jYqEQoi8WioZQoUJvNRnl5OfF4nBs3bmgI5nQ6WV5eZmlpiUceeYRisah/83g8jIyMKHAKaxyFyspKrbcRz+G3fuu3MJlMpNNpWltbmZ6eprm5GZ/Pp9iAxWIhGAxy+fJlHnzwQRobG9XQVFVV4XA42LBhA6+99hrBYJBNmzbx9ttvs7KywjvvvENlZaXWR6xfv57+/n7cbrcqP5lTv9/P/fffz49+9CPS6TQmk4nV1VVCoRCPPfYY5eXl78ljeD9qJf6vJJ1OKwW1traWXC6nNFy4lQYTAFAsvLhwyWSSf/3Xf+Wdd95RT8BkMrFjxw4ikQj79+9nbGyM7u7ukrheJBKJ6DWFtCPu8e3EmGQyqe5hR0eHegdC7Nm+fbumrJLJpL4uTMhwOIzL5WJsbExdy1gspilMSa/Kd4mFkueSeNjtdtPW1qZ1AMlkUtmHYv2bm5vp6+tThqVgF/IdqVRKGZdDQ0O43W5isZiGFD09PVpvEQwG6e/v1zkx4j9wy1OQmgG/38+RI0eU4SlpU/FypIbEuAYkg5FOp6moqCCdTpds9kgkwq5du9i7d69+l9C5hcgkzMtUKoXf71eui4QbMs9ut5vr16/r++GWlyH/j42NaV3LxMQEe/fupa2tjaGhISKRiKa4Yc3TSiaThEIhTbP6fD5qa2vVA4Y1nKirq0tT8oVCQZW4iN/vx263a23FzMwMyWSS5557jmQyqYxVQD3K4eFhbt68yT333EOhUFBOBHBHodkvkg9EKGGxWNi8eTOjo6M4nU6mp6eVlipxZjgcxuFwUFNTQ3d3t0603W6nqamJeDzO7Ows+XyeU6dO8fnPf16v/+STT5LNZlUpiOss1+vq6ipZEE6nUydWFpbxc7KwH3nkEXXfk8kksViM48eP09zczHPPPcfg4CDxeFzDmM7OzpJNLyIbPplMlrzudruVLCXvEUq1MfSBW3UcwqSTTRoMBgmFQjz33HPs2bMHt9uthT1C3PrN3/xNde9FGYvCikQinDp1ihdffJHm5mZaW1tLQiJ5/tbWVlUUgG7Wjo4OQqEQ4XCY3bt3EwqF2LNnD21tbXR0dCh/Qixfb28vnZ2djI6Ocu7cOSUXwVpIsGvXLg4dOqSuvoR6u3btAtYUnYx3TU2N0uhFscj75J7j8Thut/uOGoehoaGS32W+ha4voaiM0+3zMTMzo9mwb37zm9jt9hKG7tGjR/WZc7kcjz76KC0tLbS3t9PS0qLrfnZ2lkwmo8ZQCGkul4tQKKRKQa796U9/mvLyctxuN4FAQNegeGnvVj4QocTXvva1fV1dXVpgU1tby9zcHHa7Ha/Xy8LCAlNTUxQKBc3fSrZA8s9ms5nDhw8rlzwQCNDb24vJZCIWi3HixAnKysrwer1cvXoVv9/PwsICFouFSCSiyHUgEGBmZkZz8YBq9mPHjvHwww8r9TgajWK324lGo4RCIaLRKBcuXCCdTjM2NqZhxMmTJ6muriaTyXDt2jXeeustEomEcgBgLSU7NzeHzWZTgNJsNnPt2jVNdQqQJ9kOIb2cO3eOBx54QDkWEmuPj4/T2tpKVVWV8gEymYyGPJL+qqqq4n//7/9Nc3MzmUxGw5Dq6mpVFOPj44TDYS5evKjcCqMll3DszJkzhEIhzXyYzWZGR0c1BProRz9KMpmkvr5eaboC+JWVlfH222+rkvZ4PPh8PiwWC+vWrSOXy2nWQjJU5eXlFAoFNmzYQLFYLMlC+P1+LXeWqtCpqSnq6uqYnZ1lYWFBKycbGxuZnQ56r/4AACAASURBVJ1V4DQUCml4JHjO7Owsra2t/PjHP8ZsNiv/wBgSLi4u0tjYiM1mY9u2bZw/f566ujrlhXg8HvL5PA899BDHjh1j27ZtLC8vE4/HcTgcWK1W/u3f/g2LxaJ1GxaLRedjcnJSrwdoOJnL5WhpaVFldeXKFcxmM7/xG79BOp0mGAzywgsv/HKBjxaLRRer0+nUctGpqSmmp6dJp9M4HA5dhELwub2IyuPxYDKZNNd79epVjhw5wunTp2loaCgpa66pqdFruFwuBSRlUw0MDKi7D7coxfKd4jmMj4+rheru7ub5559n9+7dTExM6Puam5vV4ovlEUtjTLe9+eabilkkEgkGBwdJJBIEg0EFvYzv7+7uVlBP7iuVStHT08P4+LimQ39WCfnAwAB+v1+zLz6fj2QyqWGTAHLy/IFAgKGhIcbHx3VRBoNBfd3lcpWUHQtYB5SwAmUu4RbTUWLwqakpfQapjpyamlLLaLfb76glkCzS3Nwcw8PDyjx1u90aSgQCAb2vcDisgKsUoUm48J3vfIfjx49z4sSJEm9B5qmzs5Ph4WF8Pp+GXDJWcIvuHIlEqK+v5+zZswwNDWnqV0DymZkZfS6pIs5kMsTjcQU+ZWxGR0dLxux2MZL3ZO7D4TBPPvkkgUCA8fFxxWXei3wgPIb9+/fv+/M//3OuXr2qAKPU1FdVVeF0Okkmk/T19Wlde3l5OSsrK2QyGXw+H++88w69vb1MTk6ysLCA1+vl1KlT2uDi4Ycf5urVq7S0tGj+d3JyUjcdoAsKoK6ujqtXr2pq0mazsWXLFgYGBrDZbBw/fpxisciuXbt48MEH+cEPfkBFRQUjIyN4vV42btzI4uIi9fX1ZDIZtmzZomk5u92uRBvpuzAzM6MVn4FAgPPnz9PU1KTWUVKTbrebc+fOAWs5d0lRCki4bds2+vr6CAQCWmTjdDoJBoPqLQnpB1CuRmNjI5lMhtXVVb797W9r9d7o6CidnZ08+OCDyuIUIFRIVCsrK8zOzlJfX6/EpoaGBiXwBINBtYALCwvcf//92shESEy1tbX4fD6KxSJVVVVs3LiRdevWqfcgQHR9fb2mZsvLyzVrUldXpyxGAfTEm1xcXOR//a//xebNm5XwFo/Hlc0p623nzp2k02lNSQuxyW6365zt3r0bt9tNWVmZgs+wpqiEPWu320mn01RXV5NKpZRbs7i4yMmTJ3VOYM3T2rhxIz6fj2w2q8+cy+XuKF4rLy9ndXVVuR2xWAyn08nDDz9MLBZTDo7wX4rFIjMzM7S3t+N2u/nyl7/8y+UxAJqOqqqqUhBSyn+l4s3tdmssFYlEcDgcWlEpf//2t7/N/v37aWho0L4GUnhl5NQbC2QET5DJkvhYwDyXy8Xx48fp7u4uSQ0KCCkejgCIAoT98R//sVrUWCx2B1gnlrqjo4Ompib92+DgoIJrcCtNKd8pYJcAXWINpSpQgNA9e/boa5FIhKNHj5JMJhkaGrqjFsPhcChQmk6n6ejo4PHHH2f37t0MDAyodRSPQZSp8f4kvSnXl1jYyMgMBoMllY/BYLCkhgVuFTRJ4xkpOhNGqNyL4A/JZFJT1TK/TqezpBipra2N/v5+zp07h8/nU2xJgEF5BiksE2/KWKzW2dlJf3+/fkc8HteiOcFaZIyk8EwAaQHNpU5G+mkIXjM1NaV1QMYxNc6PjJOAmMlkUsdXvFbpEdLT06NKTHqWvBf5QCiGlZUVamtraWlp4fLly0xPT2ssLItA4iSpohPar8RhRoDJ5XKxe/duOjo6NIU1MjJS4vamUim6urpKwpF0Oq2LQTadyLPPPsvXvvY1LYKCtY36zDPPUCgUFIAU8HBgYEAn3bjwuru7OXz4cIlyELDP2KXpyJEjiuAbORHGDSnPcvsml+8SvoHwMXp7e3XzGYt0BgYG+NznPsfnPvc5RfPHx8exWq309PRohyq5Z5/PR3Nzc0n2Q5QloOXgRkUsGwRuKWCje2xkdgqHIZfL0dvby7Fjx7SYzul0KkNWPBTBNATI9Pl8RCIRTfmm02nq6+u1M5dsQlHkxrE0NluRjI3Izp07ld8h4wCoBxaLxdizZ4+SxuR+jJu8qakJr9fL4OAgsMaB8Hg8JWMVj8e11FzGStZwe3u7KjspdnM4HAwNDZV0EUulUrS0tGiWR8rI3618IEKJr3zlK/s++9nP8tJLL/Hoo49qaSmsLShhc3k8HmZmZli/fj3Ly8vEYjF8Ph+Tk5PkcjmuXLnC+vXrlftQV1eHxWLR2K6lpUVpvUL1lcUgVlEAJ7HKV69eVcafZEqeeOIJTbcJb13CDrn+tm3b+Md//Ee+9KUvUV1dzT/+4z+q+/exj31MXUefz6c9KQWMzGazeL1e5Se8/vrr7Nu3j3w+z+DgoIKao6Oj+P1+ZYkCCh5+9KMfVRqvsDpDoRAVFRUlwKlQl3fu3KkKr66ujrfeeotCoUBfXx+vv/46mzZtUgBM8vjXrl0jEong8XiYnZ1ly5YtrKysaOhSXl7O7OyshgoCAubzedatW0c2myWfz+P1erlx44ZiPtJSraqqikgkQnV1NevWrdP+h5Kelg3e29urm3TdunVMTU1RXV2N1+tlZWWF8vJyZmZmuHjxIh/60IeAtc1XXV1NeXk5GzduZGVlhfr6eioqKnjggQe4dOmSpvi6urrwer38+Mc/1qwVoHUxMmaChXg8Hn70ox/xsY99DK/Xyw9+8AMtqxeq/qZNmzT7lslkqK6upqqqis2bN7NhwwacTifz8/Pakcnn82ktkIQnGzdupLy8nHw+T0VFBQMDA3z84x9ndnYWl8vF1NQUv//7v084HGZ2dpbvfve7v1yhhNlsZm5ujsOHD2MymTTui0QiWiNfW1urm1vcSakhqK+vp7a2lvb2dgWwIpFICehm9Cak7FfeF4vFSlhpRgvs9/vVSkup8NGjRzW3H4/HOXjwoJb2iiWIxWL09fXx/e9/H4/Ho4Uz4lkItiDXFctktMrSam5wcJCXX365pJRclKIRJJMxEYstlk8aufT19ZWwIY3l4cbmM48//jhNTU0lHZ+MnkpnZyehUIjm5mbN3Tc3N/P8889reGXsxmXslyjPJo1RnE4np0+fpra2lng8rpa+srJSq2mBkvS1eAA1NTUEg0Gi0SiXL1/WeoJUKsXw8LC2CIS1pi5dXV1EIhF8Ph8ul0sp3OKB5HI5DQF6e3vx+/0apkiVYyqVUuDa7/erxfb7/VRVVek6lTE7ffq0ep7Nzc0lpf1GCy8gcS6Xo1AoaPGW4BXxeJytW7cyNTWlaXaPx1PSg/Pxxx/X5zWmjtPptIbL71Y+EB7DCy+8sO9XfuVX+Kd/+ic+9alPUVVVpUCYFEpZLBZ8Ph9TU1OqRaWqDtYamFy6dImRkRGt6nM4HFqBdnujCgGXTp48qaClUGJnZma0FPfkyZPac0C8iIGBAbLZLM3NzWzZsgWTyURzc7PWdGSzWaqrqxkaGiKbzTI4OKhpSanZEKKTbLzq6mqqq6tLKiyPHz9OIpGgqamJM2fO8Pbbb+N0OhVDkJRlS0uLsjldLpcCjBUVFTidTrU0AK+++irhcJgHHnigZLNPTk5qGlYq/QKBAB/5yEew2+1ks1n+z//5P2zdupVz584xPT1NdXW11mZIVye3243ZbKaxsRFY8/KqqqqYnJxkZmaGjRs38vrrr9PU1KS5/Y9+9KOcP3+eb3zjG1y7do2mpib8fj9Wq5WysjLKy8tZWFjA4/Fw/fp1GhsbWVhYYP369TpeZrNZvQqpnhWjAmuelHS7ElCvqqqKY8eO0draqg2F/X6/ejkLCws0NjYSj8epq6tjeHgYp9OJxWLR7tqhUAiTyaTpUavVyvz8PFu3buXKlSsKOtbU1PDGG2/oOhFwEGDTpk1a62O321leXta6Da/XS3l5OQ6HQ5sTCfiey+X0szdu3FAvQkDVjRs3AmvMzevXr/MP//APv1weQ3V1NS6Xi6effprXXnuN8fFx3ZxwiwUmPQEBBSplowmg1NbWdkd/PrgVzwpYBSgBRxaEy+Uq6QOYSqVUyxvxid27d6ullBhX8seyUAcHB9XlhTVP4MyZM+oZeL1eJStJalI+J+mnQCCAy+Wio6OD7du3qwUfHx9nYGBAAS/xrgTgDAaDDA8Pl3g+YsX27t3L2NiYNi25vaGsiOAKUurd2dnJzZs38fv99PT0aDOb29vPiWcmIYHdblewUTpZd3V1kU6nFWiTSsTdu3dz4cIFIpEIly5dolgscvr0aa2XqKqqUi9RyreNMjU1paCl3W6ntrb2joawQAnrs6enh9dee60EjxCPR+pwYM0Cd3V16VpKp9PMzMwwOztLLpejtrZWr+/z+fR7xdiIgkomk3R2dmqzX6/Xq2nOWCymYyLPJtiKNN41MijT6TRWq1ULrYzzYOxpKSHne5EPhGKQWFjcN+NktrS0EIvFlCItVmZsbEyrLY002/r6enw+n24WY8GPEWgUCvHtgI24wEY3W0IAKapxuVyKRMPahArabGz7LpmGM2fOaLWeeAHynlAopF2qAaVRA/r5w4cPq+dgFOO9i9trZFEKGi3hhIBhoVCopEWaZBMEQBOPRJ5PMJqHHnqII0eOqJtq7PBkZEMaX5MYWpqcCm5gHHOpM3G5XOzYsUMNg4SMDoeD1tZW3fgSLkojVAkzhAcjadq5uTlVDtLdWTozS/MdycZ4PB5qa2txOp3aMFaOCRC5vVBOFJ3H4yGXy3H27FnMZrN6fvK6ZEwkBJPxFkPyyCOP6FjU1NQQj8c1TS9KrlAoKKBrVEJCyGpvb7/DCApgeTuL893IB0IxANozUJpzGmMiUQjiqolnMDc3V4IqSxptZGRE409xHWdmZnRwpL7g9opKI8IvCsCYdpNFFIlEGB8fL2k5L/0kBTdoamoinU4TjUZpaGgo6awsIYksfOlHKVjDxYsXmZiY0M7RUp1p/KyxzsBYHZlIJLTkV0g44+Pjmt4VarcRpZZxkwUraTBRPPJ3SV8avSAjuh4Kheju7tZ0XzqdZnp6WpvKijU0YhxCW5ZY/YknnqCzs5P29namp6d1/oRTIEoG0NZmUmMg7eWMFnV0dJSZmRlOnz6tCkQ21tTUFE6nk+7ubnK5nJLpjClsY62O3+9n165dej/yfCIOh0Otd1VVlXpL4v3KPAEKVIo1v71qeH5+nkAgoPdcKBTUSFZWVmqbe2mxL52jYM1bkIpXMXA/i4r/H8l/evv4/xu5//77i8eOHVNmmzyE8SARo8YTjRgKhchms1RWVjI7O1vS6fdn/d/f31/SURlutYUXKyYNYHt6elQhASVuq7jt4+Pjunl3796tE7tx40YsFgvZbJazZ8/yN3/zN0SjUVKpFOXl5dx77708++yz6sYPDg6qNzAxMaFNau+99162b9+u2QKjGA/IEW/pdv6DdLuWFvLJZJLe3t6ScYC1DS6FQVIANDw8XALYyphJp25jy3x53Ti2svnF2xDgr6WlhVwup+lAY5t+sbCSWu7t7dV5lzy+8SAZQCtyRaxWK5cvX2bz5s1cvny55AAb+V5pv2ecTzmWQAh0sqGFFdvf38+uXbu0v0M+n+fs2bNs3bqV+fl5qqurtZ5BwguPx1PSs1TmwCjG5rgSYklJgCi9mpoatmzZwtLSElarlWw2i9VqxWq1Yjab1QsSw1koFLh8+TKf+9znOHnyJOXl5QBYLJZ33T7+A+ExmEwmcrmcak/jyTziBopViUQibN26FVjTorJhq6qqlGJqdLVk8Qv3AdY2gtEjcTgc+pp0WhZKblVVFdXV1QQCgZJGoTLBckqUy+WiqqoKn89HWVkZZrOZe+65h1/91V/ln//5n9mxYweBQIDKykomJiaUUi1t4icmJnjppZfUw3jooYf45Cc/CdwKKeR/t9td4ilJqCNKQbIRojyMlO+jR49qBaLwK8SD6u7uVkXZ1dWl4YGg7mNjY8zNzWl1H6wpn4MHD2r9g4iEMWNjY1pgJRklIay1tLSodRZFMjU1pUw9OfRHsk6AshSN8TNQcoiMVCwam/qKS26s0ozFYng8HlwuF3Nzc/q8VqtVy/mlSevx48eZmprCbDZrShjWLLt4W06nU5WCbFK/369HHwhGJAVrRhGvQSqLpZy8paVFj1WwWq0KOgrovrS0RGVlpa7NaDTK/Py8Vlq+1+7QIh8IxTA/P086nSYcDit4NDc3p5teXErJj58/f15dy1wux+zsbEmKR9xGsQpikQR3kPhaeAuygEQ5CMjk8/n0yC/JoUciEY4cOcLhw4eZmJggmUyqlZe8s3hhckhIeXk5f/VXf8Vf//VfEwgEWLduHfv37yeRSJBKpbhw4QIXL16kpqaGD3/4wwpKyeKRNm1Gz0Hy4kaLc3v4JWlECYtgzUIdPHhQuRtGwGpmZkYxmaNHjyqQOjw8XMLg7O3tVf6HVE0CjIyMMD4+XkLICoVCmlYdGRkpIa4JVmA8/g7WPEWpNhRXXY6kk/y83AusKQfZ+JK+np6eVpBSrikbVhRfKpVSS1tfX09PTw92u103nXgj4XCYpqYmUqkU2WyWy5cvl3TOFlp+IBAo6ZYdi8WwWq2qtHp7e/XMEBkbea+kQoXbcHvqNhAIaIs76WZmNpu1y5eI0XBJ41hpO/9e5APRj0EGUxiPfX19uN1uHn30UYaHhwkGg2qNjCdNiesprrQsAmG/ra6uasw4NTWlG0fcSaPrKkrB2C7cmDsXUEsyAu+88w43b97ULjsyIcYTg6T/nvzbvn07L774Ig8//DDZbFZjeTnbIhqNllCehUDV0NAArHkMwowUkbhT+A5SQPPFL36RZ555BrvdzunTpxXAm5mZ0RO+UqmU4g4SQxvp10IDl9Bi//79CkxKxsYIWAJaYATo+4zuv4Qrt4Nhxp4IMuYSBkiIKPMviuF2ZWJMT8KtMyyNzUykDV1/fz/t7e164pOENkJ62rp1q74H4M/+7M+0Y7kApX6/Xz87NDTEH/zBH2C1WjVjUVNTo54ErGEb3d3dOoZyDVHO4q1VVlYyNzdHV1cXHo+HQqGgnsmmTZsoFApUVFSwtLREWVkZbrdbPetAIEA2m+UP/uAPAPTgmdvPbflF8oHwGIrFIsPDw/T19XHs2DHa2trw+/2Mjo4qWi6ItqDAY2NjaiVk4HO5nJY3l5WV4XA4uP/++9UVHh4eJhaLUV9fz8zMDENDQ7rIPB4P4XCYmpoaWlpaSuJY6aCTy+V4+eWXtbZd0pGyyXO5HGaz+Y5ThkVMJpO2kq+srNTyZgkbhNvu8/mYmJjA6/WqJ2VUBgI8er1ePT9BuPFf+cpXcLlc7Nmzh0OHDvHKK69oelKIPcZ6EeMpUkaX3u/309TUxPDwsDYJ2bFjh26q2+Nl+VmKpmTTCP4gFlQAUWNzF8nOSP2AkfUqHp2QmkZGRkoqXAVYNhJ7NmzYANyimxuBZ8EZpFAJ1pSr1DJIqCCUZJHz589TXV1NLpfTug0prxcQVvgPcpqZEfROp9MsLS0p30PkvvvuA1BSFqCnkNfW1qr3ImHqysoKsVhMy83lHAnxlsrLy3U//OEf/qHOzS9lP4a///u/39fT08MDDzyg1lEamIrrl0gktFFqMpnE6XSyYcMGcrkcb7/9dknL+Uwmw6ZNmzCbzSwtLZFIJMjn83qGgfThE2LOpk2bWFhY0AKuaDTKunXrqK6uprKyErvdzr//+7/zve99j1OnTgHoUe0Oh4O5uTl+93d/l02bNmlDWGP4cbvs2LGDS5cuKS8A0O7J2WxWAc26ujruvfdeRezfeOMNPQ9DSFQOh4OJiQkSiQQ2m41f/dVfVY6H3++nrKyMxsZGnE4n//7v/87IyIiSm0ZGRmhsbFS3WA42sdls2Gw2gsGgpsNEWcMt11/SrvX19dqafXh4mI997GMsLCxQU1NDoVBgdnaWZDJZ0mkaUG/mjTfe4BOf+ATRaFQLjBYWFohEIphMJtatW6cUaAn/FhYWOHnyJMPDw5hMJn784x9z//33s3HjRpLJpJLgYrFYScnx8vKyMmmtVquGDsViUTthXb58Ga/XS7FY5J133tFeEJWVlUxNTWGxWLhy5QoWi4VoNEpvby9Xr17lypUrVFZWcuXKFdrb20vOOtm6dStLS0vMzMywuLioxWMVFRXMz8+zsLCA0+kkFAqVAIuCK8gxc/l8nurqaj0TJZvNamPk8vJyFhcXKS8vV6BSPN3l5eX31CX6A5OVOHDgQEkLLkkPCprc39+vqK1oRCOCC7dSSv39/SSTSfbs2cPU1BRbt27l8uXLimrDGqBWW1urSLSc3izsxbKyMiwWC8VikUwmw+/8zu8wMDBAPp+nWCxSVlamPRABPv7xj9PR0UFXVxfBYFCVw8+T+fl5nn76aQANF4QqayxMMnI0gBLWpByMK38XEBIoaX9njPmN6TdAswUy3kYRSrnRQkvoEAwGOXjwIE8//TR/+Zd/SVNTE3v27NHQT1K6xl4M8jziHXR3dytWNDQ0pB6iALqAhk7GsEV6Tch4CRbj8/kUSAVKvKOamho2b96snoBY2KmpKS1Vl4wEoGeozs3NEYvF9CzV8+fPa1ZD1p9kMILBIEePHlVAtKOjoyRENR4eLJwKowjwKCGsy+VST1UatqysrPDpT3+apqYm/uqv/gqTyaTtCebn55UAZrVaqaioKFmHVqv1lysrUSgUSmJD4aE7nU7dyNJAxPg+n89XohRgbcIfffRRQqGQxrYCVkqXHFg7jkxcSVkM2WyWqqoqysvLsVqtWCwWTCYT58+fJxqNks/nFciRI78kfXThwgVFoN+Nsq2srFT2pBxoKyCjsQRY/pdNLu3hpNz39tOrJRSQrstGZiPcwiQEnJSwYGhoSF3fTCajbq2kG2+XSCSioYyx/6JkPG4/W1M2M6DHsglgV19fX1LFCLfCpStXrpBIJBTbketKJeqJEycUlB0dHWVoaEifWX6WkEPAagEDhe0o9SORSES7MsvastvtOBwOXC4XhUJBS7kFAxGRUAlukdSOHz9eUgou7dZkjmZmZvD5fApeyloW7+TGjRvqNSwvL1MoFLBarbzxxhscP35csat4PE5FRYWeTialAMlkktXVVbLZ7C9nz0c59kxiU6NHIIy5vr4+5dd7PB7FF6SoBm4RoSTNI4ClEaSSGn5JFwogKfRqOTVINrfZbGZoaIjp6WmWl5dLDhhdXl5mYWFBPyPdnd+NYrBYLFrwIxkGURSSNjOmteRwXfm7LEKxrGI5jx07phvd6XTy5JNP8vnPf57jx4+rO268ngCOwl8QEA5upXqNXZ1cLpeSuwQLkYKy22v/RbH5/X6lAIdCIW3+IjRfoUkbcRRYo2XLJpI29KIIhTlqfB1Q0tDY2JgyUYUNakxdG0vAhSkroY+IWG6n08n58+eprKxkenpaT7+GNdCzr6+PwcFBDh48SG9vL0888QSpVIo333yTrq4uenp69PvKysqor6/H4/Eop0MA2vvuu4+qqioF43O5HBaLRcNSwRs2b96siml1dZUtW7ZomzypK6qoqMDlcpHP5/na176mn3238oFQDHBrU0slmxEsstvtPPnkk3rYqcSG4sJJzCtpTkGy4VY3HVgbULjFFAT04NxYbK1Tz9LSUgk+sLS0pB1xVldX79j0oollM1VVVWlW4j8Sk8lEZ2enYipwq4Kxp6eH73znOwBa9SmtxYz0ZaOXYUT0x8fHGR0d5YUXXuAb3/iGtkmXjStNR770pS/pwarSiVgsvPw/MDCgJCapy5Daju7ubr75zW/eUTUqDVbhlicn3ym1Jt3d3YpluFwurUCVfgVSQyBng1y6dImxsTE9J0QklUopp0DqUcLhMCdOnND3nDp1Sr0COZHbyG+QqkrhPxj7KU5NTbF582ZmZma0F6QoEjE4L774Im+++abOi5COlpeX6e/vL1kLsVhM6c5TU1NK1fb7/dy4cUPJSYVCgdra2hJLL3yfM2fO8Od//ufKCRHsbHl5Wb+roqJCnwd4z+nKD4RiEIAvl8tpikrqFu677z5yuRyXL1/WzSvgjKDsghAL4pzJZJRnDrfCj8uXL2uprICa8lmPx6M9/GFtIE0mE9PT01y5ckW9BSNHQVKSi4uL5PN5EokE8/Pz+tlfJDt37tSfjXRqgE9+8pOaypLNJjUacKv7c0dHh3IHjEVcRi7ESy+9hN/v50tf+hKDg4O4XC5aWlq0ElGs8O0l3IIRvPzyyyWeQDgcVitstVr1iPp4PK61IJJpEFxA3HuHw8EnPvEJbDYbZrMZi8WCxWLB5XLx+OOP09zcrMpQvKkPf/jDANxzzz2aszdmRCTeF1La4cOH9T1yfqdwB4wFTnDL8IjnJMCkKIdUKsXg4KBiBdFoVEFQqcWprKwkn8+TSqWoqKigWCyyY8cOBcq///3vA2vKUY7/W11dpaOjQ9esrP9cLqdYyNLSkq47OWimsrKSYrHI7/3e71FdXa3KVcINyYqZTCYFNr/whS/cUcvyi+QDAz7KZArQA2tumhA7jFpeROJ7qbA0di2+/VxDyYUbiTBwqxDH7/drSFBeXq4DPD09za/92q8xPT2tvASgZALMZjMej4evfvWreq5DKpVS4s/PkmKxSCwW4wtf+IL+Tc4KkI0q49DW1qYnPRlj8ePHj+uZDRJzAwrKAYpZSJu8b33rWxp2nDp1in/5l39hampKN75wDIwgpbGblQB6Am7+LEq5vCbXuR1QDoVCVFZWlijPYrHI8vKy1j0MDQ3pZgZKKOX5fJ5AIKAbXJqe3nvvvcr8q62t1fcLANrR0YHb7eYzn/kMs7OzjIyM0NLSolwHCTOFByPrQxi56XRaj6n/8pe/zOrqKgcOHNC5kGpZQKnng4ODSpePx+MKsMv75GDjaDSqxqmiooKVlRXm5+fxeDwsLCzo2RPpe8bXawAAIABJREFUdJp77rkHk8nEysoKZrNZMa/y8nJMJpNmJMT7kUzNhg0bfrnAR7jl8kvDDFhblIVCoaTCDFCCx+zsrDLjJD8s75VrGgtnhAwlwJMoCOkdIO6W0TPI5XLk8/mf6wEI5iD3JmDV2NjYLwwnTp8+rYQmST+JiLUPhUJavCUiwKEcwyexeUdHB+FwmM7OTsUnhP4tR8nt27dPm6w4nU4OHTpEfX29Fj/JOQ2wBhJKg9yamhq1OlKKLd7ZX/zFXygOIdWbch1jJ24hU0lT09vHdHV1VTeMgKuAnoEJKAswnU6TzWZLQgmZr5WVFW7evEk+nyefz3Px4kUuXryomEpfX5+GD8aMRn19vWIW4qVNT0/z0EMP6fU7OztJJBIMDAzwox/9SAvpOjo6FEMRpShzK9d0Op1Kapqenlaw0fhswuK1Wq3Mzc2VtI4XRWhcp6urq5rKFC9WFIs8l5zm9V7kA6EYLBaL0mUl7zo3N8e2bduIxWIlB9DMz89TWVnJ6uqqxmq5XE4HTdwxwQ5EyYyOjipJxOg12O128vm8Hj13+6JNp9Pcd999P3eTG70GuFVm3NbWpqHGzxNJI545c0bbmQvNWDAFWMNBjJ6CWGQhB4lFNFr5YDCoZ0MODw9ro9ezZ88Si8X41Kc+xSc/+UndAEbas6QvJfU3ODhIJpOhubmZY8eO6cG6fr+foaEhnn32Wa0tkJOhBHMRkM5YkCW1JLdTxysqKrS+QPpQCA0Z0GIgCRsqKyvVG8nn81y6dEk5ErlcTs/dALj//vuZmJhQEpecfSl0eQFl4RYgCWsGZXl5WdPkLS0t7N69m/r6eq1ibW5upq2trSQ1K4CujJlQnOX8VZmnaDRaQnnO5XIsLS0xMTGhOIVxHUkzGgG/odQ4iSchmTUhQr3XyOAXKgaTyXTAZDLdNJlMFw1/85hMppMmk2nip/+7f/p3k8lk+v9MJtOkyWQ6bzKZWn/+lUtF2n4ba96j0ahu+NOnT6uLLRZCimCM7MfbJZfLMTIyogtTDi2Rn2EtJInFYorsivaFW8j67ZwEGWjhOqyuruop0XIorEzoz5oU0fqCrD/77LP6fT+r/kEstyy4WCympdPj4+OqREZHR9Xiy/W7urr0OLuDBw8yPj6Ow+Ggu7ubPXv28OCDD+p1t23bpr0cxNLDLXBVMID+/n5tMCtsUjkFSkIXKYCCW7Ry8QiMVHFjiLZu3Trt3Cxt1e69914qKyu1tPjmzZt6T6IUkslkSSp5cXGRQqHA0tKSxv9NTU3MzMyUHEco9HhjJkbqdUSE1ix/r6mpIZfL0draqoCjw+Fg165dyqqU90k/j76+vhJWqTQCku5YEhILbVv6mwq2IH1Kl5eX9dDayspKVRKC15hMJiwWixo3KeZ7P8DHF4GP3/a354C+YrHYBPT99HeATwBNP/33JPD1d3sjtbW1eqKykWgjNec1NTW6yCSsMG52Y9pSJlsyHLJR5ufnOXr0aEmoIYMraLKEDeKKVVVV0dDQUKIYBF+QuFgq2M6cOaNuqhx+8/NCEMFFpBOxUMGN2QUBSOWcRCn0EmUhnZmNWEo4HGZoaEgPh5GKSqEow1o8fP78ee3iZDabGRsb48CBA9hsNi0yGxsbIxKJaG2FEeOROgi5L3HJpQZFPDZjHQqgpzEbxfi7FJ0Bykw1ktokpSgNgjOZjLL9hCJsDDnz+bw2SpEQYHx8nCNHjmhmQbwKCTVkfoRcJ52p5XfhRAhWI6Xjdrud1tZWUqmUGh15dskIyXcJAAwoQ1HWpRReuVwuZmdnuXbtmj5TKpWiWCxit9uVqQqoUhAPI5/Pl6xZ8S7erfxCxVAsFvuBudv+3Av8w09//gfgUcPfv11ckyHAZTKZNrybG5menmbXrl06OILUzs3NaQggpxHF43E9rg5uWSOpkgyHw9poVHLGeuO9vdorr66uDofDUQLg/PSZdbNbrVatYbh9QYsnIJbpJz/5CUeOHNFWYUZvweg13F7UEg6HaW5uLjnvQc5TlIYygu5LXC8Zg9bW1pIwQ2Jc4+lSIn6/n927d/PII49w6NAhTpw4oam3trY23G43//2///eSg3eSyaSCjWIBjRWZgiUMDw/rBjEqaJkf2Uy3F/MYx0UUqRS/wVp25qmnnqKhoYFsNsvNmzdZWVkhnU7rWaXFYlFdaykayufziugLWi9kKWFNyv0Zwx5RukaPQQ7vkVodwUtGRkb0dLCamho9e1WYtKLUuru7dUzFYMFaNaocvVhWVqYZCqvVqvUewsiFtboKq9VKPp9XT6KiokKVgeANohCMXJz36jG8q6yEyWSqB75fLBbv/+nvqWKx6DK8niwWi26TyfR94IVi8f+n7u2D2jzP7OEjIYQkQAghwARhwHwJxxACIcYkMHVp11273tTd2azfJN0madbZeZNMt+022XlnmvEmnU6amfXs2yRtkzc/O9sdT510dsnGa3u8WeqtiTEuMRDjGsSHwVjYFpJABiTEh3jeP+RzcT/YaePfdPbn3DMZHCEJ6fm47us61znn0j668XgbgBc0Tfv4Fu+5B4msArm5uXWDg4NitqI6DLOWVb0X1vr9rf1/lVYKrHYkgFXVHlmKACRrWFhYkM4E6aTLy8sIh8N4//338eKLL2Jqauqm7oTJZILJZEJWVhY2bdokNOXvfe97EmDU7OGVV16RPnt9fT0AfQmhroqKCrz99tt4/vnnBbHnDUiAi8NGOGx1bfeC/IKmpibk5+frRsnxIicOQcr166+/Lq7SxBrWlhV8reqtqYqySE9Xg0lubi42bNggWQEA3fHkv5eWlhCPx3H+/HnJiL7+9a8jHA7j+vXrcr7VYB2Px+W1fC9mdzxPDocDGzZsgMPhwJNPPnkTq5MUcd7cvJ5o3kIKN4l3xLS4YZEiTRclHicGdtWzAoDwcdZen1u2bEE4HEZycjJSU1Nx9epV0cYwMzKZTNLSVY9lT08P7r33XszMzMh5MZlM/0cp0bfKm28ZeTRNe0vTtPs0TbsvOzsboVAIVqtVN0KccwbPnTsn9FT1hqez8lrDTM5jACBApLoOHz4sQUFlhDFyqxctL6bm5mZ85Sv6ioq7G2tbGmS899570v2Ix+O6XTIej6OjowNzc3MoLi6W+RT83gTHmIL6/X6Z/gxAiDhkIKoBQGX5qUs1BaEak0AjVX1quu9yuUTHoa7Ozk4pFVQdAt2LOSWcsxtZZvAx8gyOHTsmgNmt5Ok87snJySgpKZFzST4D62zW1ZyNAeAmPEfFeeLxuKToAKSsIE5ArYR6LHjTT01NSYAqumFVx5Sfno/UVtzKhJbHhCXk2NgYxsbGJMsgXlZSUoLKykrB1NLS0iSTpaekwWAQQZXNZpOMgc8rKSlBPB5Heno6TCaTYC63s/53A4OfJcKNn5M3HvcBKFCe5wZw5bO8ISnJJOrk5+djampKThKj89TUlAQJGsIyWFBxGAqFMDAwICctNTVVBoOsX78eTz31lHDiWZKoN696MfECdLvdePbZZ3U1Mn+/srIiLSKz2Qy32y2DRVj/AonAw6G5tLjPzMyUGr6kpAS1tbU680715quoqEA4HMbhw4dRVFSEpqYmqYnD4bCuk5Gbmyt+lAw+PLZrdQl8X6LoHIza3t6O3bt3S5fC4/HoSoXm5mYJUoCe5Xjo0CHU1NQI3tDc3CycB2DVAFjTNJ2Vurp4nJktsqXLgMDnMGMzm826cpBLpbEvLCxIQFUJZTyG9H0EVsFpYlgkQrFMo8GQ6iJF52a2JgHIHAgOo1F5H8CqVocOVOPj42LuurCwII5Xubm5UkIsLi4iFApJF42lgsFgEPyBE9tpw3876383MHwA4Js3/v1NAP+uPP5XN7oTDQCua5p29bO84cjIiOzurM+cTiecTqekbUAiQPAm57QeVRjDNHL9+vVwu93iCAxAvPGAhLuu3W4XFRpnMHCALBcPuM1mE/u0kpIScWrifwQhSZKhCSkAqYn379+P/fv3IzMzU0xXgNX2oN/vl+yBAUG1refF1NTUJMaqfL3qdQBA3isYDIoOgzqCxsZGnQaDqX57e7sIfzhFeWxsDBUVFSIkIvnnwIEDMhUJgCDzrNMbGhokMPPYqyXHhQsX5PMPDAxIEFAzh3g8LqPhc3NzUVxcjOvXrwuOwOPOi97lcn1q94hBnCPn+/r6JNAQz+E1RSCQn51AIzcSTsniCofD0h3j89lSVYNhWlqanAuCwQQqVdCT100kEsHAwIBsYmVlZTqwOysrC8vLy+IDouIpJpNJlKSfhYW7dn2WduUvAZwGUGEwGHwGg+FbAF4B8GWDwTAE4Ms3/h8AjgK4CGAYwP8H4P/+LB9C0zShqnIIC40wx8fHcfz4cXmuGsUpMaX81e12IzU1VVI/k8kkjw0MDAjJiSq7mZkZnXee0WjU4RVqmQAkgsPu3bvR2tqKffv2obS0VAILn6POjXA4HIhGozh69Cj27t2LI0eOwOfzobGxUWjDFRUVePPNNxEOh7FhwwYcOHBAQEa/PzGzgi5CqnWbCgDSDZstPgACwrpcLjQ2Ngqm4HK5dGUKABnUunPnTrEyHxgYwK5du3D48GEcOHAA69evl+levb29qKysxJUrV1BTUyOOxGrJdvjwYXi9XmENrrXZa2trQywWg8FgwH333ae7gXkTJycn4+rVxL4yMzOD0dFREQkxMLBfv3nzZuFIqNfV2lICSGQrbHnyPKhrLXZAVigJTzx2VqtVslsqImk6XFJSIg7XAKRc4KahLnUeBjeJq1ev6sYdjIyMYGVlBUajETMzMzJgiCxHWgEsLi6Kl0N2drZ899v1fvwsXYn/S9O0PE3TkjVNc2ua9r80TQtpmtaiaVrZjZ9TN56raZr2jKZpJZqmVd0KdPy0pd7wlZWVUkZ4PB5s27YNaWlpyMrKgtVqRUpKivwEEkj8wsICfD4frl69KryEmZkZ2UFozGG32xEOh4UDsJY1t7KyIrRbppQqGWfjxo0oLS3Fk08+ia6uLrz44ov44he/KNoEOjsT7ef0awqE3G63DL9tbGwUMKq9vR0XL14U4lJtbS06Ojrg9/sFdFSBvaIbA1251sqjVWkzdyMi6Pv27RMyjtq54IVICnR+fr487/3338e2bdt0IGRvby+OHz8umANXJBIRwRQNfHksVe9Jnj/g1rvaysoK8vLyEAqFxO/R6XTKzc/X5OTkoKysTNiOa4lTXETuyQtwOBxSzqmiL3YHyKQFVvErEur4ODtmzCaIVYyMjIgJLPkKwGpwJyDJc8n3IB4DJCTyJSUliEajSEtLEyu35ORkTExMCKmJBCb6g/B7mkwmXSC9nXVHeD5y2CkAcWEiyhuNRkX1yN8vLCyIyjI3N1cs5Mk1580+NTUlNxUPfFZWFpqbmzEzM6MDM7nzs/cdjUZFQ8Hfkx1JXMFoNGLPnj147rnnsLCwICkkb2BSgFV3atVMhNLvN998U1Bsh8OBw4cPy1zI5uZmCWJkPNIQtba2VjdQh3Uon8cOBYFCdh3UwTWqsQnfgxOo+Jk5nZm0Z3IvGBA6OzuxZ88eIT0xGFAfwPKDlvR+vx/btm27pZHNWr9MHncAwoSMRCJywy8sLGB8fBytra3iP6Auiou4+Pvl5WU5DgyM/H7AauAdGxvTDaAhC5M29XSvtlqtOHfuHKqrq6XjRbMX6jFULgnt6knLZkYBAAcPHtT5PQKr5QkVwsQRKMi6cuWK4HIMvsvLy7DZbJicnLxJ0v6H1h1BiQYSN+769et1moOJiQmJ5DMzMxIdmfIDq10F3sgEColLMA3n4sRpVXnJALSwsCBAIutjKjkJkLGtGY/HpZVEwQpTZqb1pAkTySfHAIAMxOFgVSCRNTQ2NmLv3r26MXoUZqntTK/XKzLptapIdaQe8Yr29nYZNbdz504ZLMMARcYeX8OAmJmZKeYwDHj8TCQO9ff341e/+pUEoEOHDuFb3/oWxsbG0NbWprsxHA4HamtrYbVadW3KtUsFDxlsWlpadApTZnKLi4u6drW6bgVGckcdGhrSic14Lrgp0SuBmBaDQn9/v9jTA5Dn5ubmSl1Plubp06dht9uFT8NjTOdzAALoUvX75ptvCojZ398Pm82Guro6bNq0Sa41daaEzWZDVlYWDAYDbDYbzp07J0pPHr/PpVFLUlKScNWJGczPz6Ompkb8Hbmok0hLS5Oe7trFx6ilqKiokPSPAYH24hwHRl45LzY+Rv0EiSUEd86fPy9024WFBXk+/f15oulRCCSwAHXaUNGNuYZAApw7ceIEjh49CqPRiGeeeQYtLS3Crwcgvgm8gLgYHByOxPSod999V/c4W56slVNTU2/qTHCxZbrW+YmZSjgcljkRzACeffZZ3VyOEydOiM3Ynj17cOTIEV1Wkp2dLerKtRwGQA9A8vooKSlBJBJBY2MjysvLYTKZsLKyguTkZAF3P62OXkuiUrUwBGTZsgyHw8JHIPhIYRNBwLq6Onm/5ORkaU/SlZo0Z5LC0tPTMT8/L1O5mEFxbgZb0FzMDKxWK4qKihCNRuHz+URByb9rNBpFnQmszpjweDw4ffq0kOwYQG5n3TFmsN/5zncAQG5Qu90uqabZbEZmZqaUDyS/0AiT3QDassXjcRHkLC4uSuRcXl5GRkYGTCYTMjIyBKGmpHV2dlbs25aWlhCJROTAknIKJLoMsVgMdrsdoVBIbOA0TcPMzAxSUlKwuLgoXQ7iDYBec2E0GgUFX7duHa5cuSJOUZ2dnbDb7eI96XK54PP5ZKwdmXtMQXNzc2GxWOB2u3H33XdLZ4f/8XP39PRIxhSLxRCPxyXT6e3tRUpKipiclpaWIhQKyestFovoTlwuF0KhEHp6erB161akpKRgYmIChYWF2LRpEy5duoRTp04hOTkZFotFJo7TRCclJQUZGRlyLD6NPs7gsbKygvXr18vzOjs7dTc8h7v+PuHa2oCzvLyM8vJymVweiUTgdruxtLSEYDCI7OxsuFwunUsXzx+l2gT/yLxMS0uT8oU4QF5eHrKystDb26vrXMViMWiahqWlJYTDYdjtdiwuLmL9+vVigMxxePR0tFqt0hFjOUumKNu2SUlJOHz4MDZt2oSlpSUkJSVhfn4e//iP//j5mnYdj8fR398vHAUgwTwkAsydGYCUE3Rn5mIngs/x+/2CTzBbsNvtWFpaEskrbx6r1QqfzyfIMrCqZaDXH1tkrFGdTqdYcnOWAIUwaruV70WAiZGbNxuzmKmpKTz11FNSz7L9B6xaknk8HpFUq2w6LrV1uBYQBFYxDuIa77zzjvyutbVVhtAcPnxYShBiFtQWZGZminiJlm1jY2PyGalPAYCWlhb5XGprk8Hh97Fu1SDBnZE3JR20meGpQjaKiNYGAVWwxWuO55pDhVla0ZV7fHxcAjFb43wNzx/5N263G263WwDL+fl5bNu2DQDw1ltvwWg0YsuWLXIcim5IvJn50i9jYmJCOnE8jixVAoEALBaL0MGj0Shee+01IW1Fo1EpZRoaGgSE5zG7nXVHZAxvv/323r/927+VA2q323H9+nW4XC4BBXkBEITkjj0zMyO9YNatBA2ZalqtVulQRCIRmQNx1113Cdc8KytLQE1G/fT0dFy5cgUpKSniOMTSIS0tTfQTSUlJePzxxzEwMIC/+Iu/kHT16tWrMJvNOHbsmBBeWJpYrVbd36W0NxKJCLX6woULaG1tRUFBgSDxpEHTqp2BjZmDyWSC3+9HKBSSf/f09Ohq8Lq6OuTm5sqwXKoeCwsL5SLnhe9wOODz+VBeXo6enh4YjUbd0Bu3240DBw5IStze3o5t27YhHo+L8OiTTz6Bx+NBLBbD+fPnJUB/+OGH8Hg8IsMGbhZUrQ0QRqMRIyMj0u4EoNO58Dm34kWQrMY+P5mQKSkpKC8vRywWkwwhKSkJS0tLyM/PR0pKCn7729+ivLxcqMmLi4s60RU3D5vNhmvXrsHpdEqG6vF45PuxS8Qs02q1YmhoCHfddRcAyHErLCzEPffcg6SkJAwNDaGhoQF5eXno7u6W62d+fh5bt25FLBaDyWQSFaXBYJAy2uVyiX7i5Zdf/vxlDLxwVS8+AovqhUMDC4KCNHhhpGadz7WwsKDLHACIuIrkKJU8NTY2JjUlPw/Bx7m5OSwtLWFqagoLCwuYnZ1FcnIyQqEQ/vVf/xXl5eU4evQozp07JwSYSCQioCFFYE6nU2rRkZERMeHgJOdIJIL+/n7xJKCikn6PtFBTNRGq6xLRde4W7IQAEDo0OxbA6qxLVc/A16tZCKnZNNsl5rBr1y40NzeLdJvkHq/XK6AjU296OFD9ydqZ61aUZt7kKysrMl6eS3XuBqDzxvi0bIFraWkJc3NzchwCgQD27duHL3/5ywiHw6irqxNfRao6qW0gJsZScnx8HP39/XLNzs/P4/jx40LS43V74cIFwSrm5ubQ29srEnqn0ylOUfw5NjaG1tbWm4xtaIdoMpmEs8P2JTE42gesHZ7zWdYdERhisZhIoKkus9lsEoWpp+eU36KiIp3GQZ3Yw6g9MzMjHAIgATYy7SNQREdemsECENKUyqRkkGC5o5rVRqNR0UWQaBQOh2WOBTsS7FIwQNGXgANS2ebiLsR0nV2NtXqP6elplJWV6bj+3LEByI3K92QZsGPHDmE90sCVP/lYS0uL6Ai4GDzoZH3o0CEdrZc+GgMDAygpKdEZ7qrou8PhwHPPPYc9e/agqakJVqtVB0x+miSbNzzt0RnE4vG4BAZyFFh7Jycn67IENZsga5LHmfb2DocDH374Ifx+P9ra2sRSn/wFYJXCnJ2dLdlPJBJBZWWlSKKzs7Px5JNP4vTp07quVVtbmxiyEBgn0e306dNiScjrrqioCI2NjRgfH0c0GoXH44HVapUydnFxEU6nU7Jp6n0YSGZmZpCWlvbHN2r5P7HYbeCJUDsPAwMDmJmZ0RGTgAQwxhsaSOz+lZWVWL9+vTDSRkZGYLVaRexCLIIceGDVal5NvdlxUH0iWEurun22SKkPWItu07ZOrRn5906fPi2gE7A6Lo59e5KlWlpaRO8QDAZFG8HnlpeXY2JiQsd94O9ZR5eXl+u4CmxxUl6dmpqK559/XobRqi7UmZmZYilHE1r+nfr6eng8HvnbubmJYbHEVYhTcIo4j+3adSsgkje4SnHnxc8bnR0ltcuhGs7yefz/xcVF0TuQnl5WVob9+/ejublZtwHwmlAzW/qCsFU5Pj4uQW58fBxJSUmoqKiQ55w7d05AdFWaTjyHknqC7OPj48jOzhY7ArbViY/x3piampJAwW4PswWW15/LdiVv6lAohLm5OVy8eBEzMzM6RhmwamiheuUxksdiMbFtIwjIkoOzAHnQgdV02el0StQHIP3pDRs26MQ0dKVmwAFWgUNmIgBQUFCgE2zRXk5tW3Z3d8uJdTqdQlJiOuz3+4VKC0DHNjx06BCeeeYZ7NixQ+TdBAQBSNnBm5aBhM+jCxT9IMlZaGpqkov0+9//Pl599VV5Py5mJnSQ5qKB7fj4uHzOzs5OEQ7xRh4dHZXZG0AiWJ07d04XhP/QzkaHLAAyuo0Bgq9Vswdg1ZGLtbaKRzAwjY6OyuRyn8+nK80Y6FU3Z1XbwPJQNczx+xMu0iTdcfMhcYnHhC1tdZiO3+/HuXPnEIlEcOHCBVFyAhD8jNc3DWN5ndPejceSXYr/KRHVH3UZDAa5OHihkp7Mx1ke8CTw5mPd7vP5sLKyAqfTKaYtqjGIzWbTnUxGcWom1PLBbrcLNpCcnCzkKppmMEjwfZOTk/HKK6/g0KFDMBgMSE9PF6ozLyRmG/Pz82hubsbU1JQEucHBQRmTxuep1FleZLRDB6Db9dXuBNWbO3fuBLCqTTh8+LAYl/L1AHRZg/qTv2fAUbsftCsrLy8Xw9onnnhCNBMklTEF5yJVPBAICGi8dizeH1osI9xut06CDOhnJxBnYMdibSnB57LbNTc3h1OnTuH8+fOoqqrCgQMHMDAwIGxF9fyNjY0JJkDMgTcu+TEq1yEUCskNTUYkM45IJILa2lo0NTWJLR6t5qqrq7F+/Xo5h3a7XXAu3gdqNstrlYxR3kO/r4X7aeuO6Eq88cYbe59++mlJj9kKo7st662rV68iLy9PUkEaVmRkZMjUnUgkguvXr8NqteLq1atYWVlBIBCQqG21WjE7O4v5+cSgz+TkZAQCAdk9iFIHg0EdiYY/r169quMGAImL74033oDD4cC9994LTdNES686Ndvtdvl/9fV0gbZYLPi3f/s3PPbYYxIQSTiKxWK46667kJaWhqSkJBlt39PTg2AwiI0bN8Lv92Pjxo2YnZ3FpUuXpKwJh8MIhULSgnM6nbI7xWIx9Pf3IysrC9PT07Bardi4cSPS0tJQWlqKDz/8EEajETU1NdL5SEtLE/5Dd3e3jJCbn5/H5cuXcerUKUSjUTGYnZ6ehtvtRm1trdwcx44dk0lKxcXFMgwYwC2BQj7Onyw3r1y5Il0JlUp9K20AMwtmELRbJ8OxoKAAFosFd999NwoLC2WkXCwWQ1JSEsLhsKTkhYWFSE5ORjAYREFBAWZmZnRDkAFIhhoOh7Fu3TqsrKxgamoKi4uLMJvNmJiYEPyI5QRLUGZeVqtVnhOJRFBaWirBjAD8f//3f6OkpETGBrKLR48H4nSvvPLK56srAUDGfwEQtH5qakqwBO7SqiKSaVwoFBJElrU7AT2eJFJLVSmwqq1XJdnq+wOQkmRkZEQIMPy935+wuH/zzTfR1NSE8fFxHWuQHRAy34BEIHA6nQKCMl3Pzc3F7t27Bfzq7u6WPjpXIBBAZ2enZA5Mq/k31edOT0+Lr2N5eTk8Hg927dqlY00Cq0IqMgC56PHAmZ+q8AeAiJAo7+7o6JB/Dw0NYXR0FENDQ3jnnXfw4osvoq2tTWqNjwncAAAgAElEQVRpArUOh0OOC5dq3LJ28Xc1NTWorKxETk4OAOhalGtfr2IRwCpgyZvcbDYjPz8fbrdbzGB4/JgpqIAnjzPxCV4Pa0fNM5PLzs6WrgTLRKfTKcc3HA7rXKp5nFXJOpAoOzmKD4C04Lds2YKVlRWUlJSgv78fRqMRS0tLKCgokM1Tnfj9WdYdExhUw5WxsTGsX7/+JtutrKwszM/Pi6su06hAICDppN1uR1tbm/DSCwsLUV1dDQDStlw7CFcNDgSUAL3MeWlpSQQsaz+vir4TQFQVdWQLssQ5dOiQoNKA3l9QtVtXb0KWDAQbOTxFnYRNc5aBgQEMDg7ivffeQ0dHxy1dnVQwkS3PyspKXfuTtm5NTU2yu3GRFs2ZlOySjI6OYnR0FD6fD5OTk/D5fAgGg/B6vTpClVpG8POv1TPcKmsgwKjOSWC2oQYSdb7oWk2G+u+MjAwZYKPO6FCPC7A6t4Qdo87OTszPz+tEVOxOcSPhEFxeUywJHQ4HpqamJIskKKt2Z+gKRRcrAt3hcFje/1azJgAIlkIKPxnCt7PumMBA/IDoOOtyp9MpIAvrRjIUmT1wpNfU1BRGRkak1w4kLoKUlBRBjVXuA6A35uBosvfffx9ut1tSP66RkREBNnmiqI0AEmQfItNsP508eRL5+fnSS+aN3NvbC6/XK1kPgSqV7ehwOGTH581dU1MjHQEyGTm8lcNl+d3dbrek+sQj1P9Uw1e+h7qYnaydGM1/U4nJ8i8YDGJubg5DQ0O4evWqsEHXr1+PzMxM2Gw2cZ5W9QF5eXm3VQfzxvZ4PHj44YeFkLZWc8FF2rFKhWa5YrPZRH/AeR7EbxiYuUGorE4eO5Wty3Y0s0ha3vOaZWDh+7J9u2vXLikZuVQGMCnTzC5Pnjwp1GibzYapqSlp5VdXV0sAASBkvLXt7j+07ojAQBZZf3+/fAHVoYigHwfPZGVlye5PJJbROxKJiDOPerFt2LDhpr+rniSmepxcbDQadR4H9Pxb6+4zPz8vHpIDAwOIRCKoqakR78CKigrRIfC9GhoaRCmoDllVLcFUh2jedH6/H729vbrRbZmZmdKdGBoakgs2OzsbjY2NqK2tlalWvJH5H5AgPLGECAaDOHLkCFpbW6Us6OjoQEdHBw4ePCisSwA3BRcggezzgqSdfzAYxKVLl3D9+nWEw2G89dZbGBwc1O2QtxoW/GmLu39qaiq2bNkig16cTqeunABwUznB0oEbjMlkwuTkJMxms0iwSfxqaGiAw+EQAJXnjtyNbdu2SaBgV4DZQXV1NZaWlhCNRoVPwWsmPz9fMsSKigp88MEHAFY3qKKiInkfHke121NUVCTg/MWLF3VjFDieb2FhQewG6IJ+u+uOCAycGJSamiqpMsEutvvU4TPctVmbkka9srIiuxGQqCV5wVHMNDMzI/r3c+fOCfuNP9977z309fUBgKDHxAPU/jM/VyAQwFNPPYXx8XF0d3dL2aLWzVbr6vARlhkk6nDqscPhkKyCdu7AapmizsF0uVwYGhpCS0uLjpvg8/kwODgo6TC9F8rLy9HV1YXW1lZ5nM5K09PTkvrzxmbrjuUBAN1UbkA/Y6KyshLFxcVy3CncoZ378vKyAMORSARDQ0Pw+/0yZIidA+DTSwh18TkcK/fkk09KhsdgQGBRVWzymlBvlKWlJcEpgNX2rOqEzXOgzrZYOyuVix0CYlpzc3OisaASU2XacqmtUP6O5Dv+XXbOyI3gZrK0tCRDbugLQSo3kAiAlIx/1nVHdCVeeOGFvWVlZdiwYQMKCgpQXl6ON998E263G+vWrcPx48eRlZWFSCQiXgnLy8soKCiQ9I2Tpi0WCwwGA3w+H6anp+F0OvHxxx/j5MmTMt6LqaPKa6Ag58EHH8TmzZtx8eJFzM7OIhQKyY4biURw4MAB/N3f/R2+9KUvoa6uDvn5+RgbG8PExAQefPBB2O12XLhwQUoMRux169bJ30pKSkJbW5v00M1mM8xmM6LRKBYXFzE7O4vCwkLE43G4XC7EYjHk5+fjwoULKC0tRUVFBSorK/GLX/wCAGRnuvvuu/HJJ5+IzXg0GhXUvLq6Wi4wBq1gMIisrCykpKTAbDaLq1EwGMTKyop4Ps7MzIg7EkfQU6fR09OjwwiuXbsmXSRVeEZnpeTkZExOTqKzsxNOpxMpKSlITU2VY6HiAWvdl9ZmA5qmISMjA8XFxfB6vejp6ZGsQM0OqI1QuxXMIMxmM2ZmZrBu3TqUl5cjFApJq5mAHfEhq9WK0tJSDA0NYdOmTUhKSoLf70dSUhJSUlJgs9kET+JNmZycLGUAyUiBQECk/NeuXUN+fj7MZrME9KtXryIjIwNJSUlIS0uTLtnY2BjuuusuwcnYoVpaWsLg4KD4mfzHf/wHtm/fLlnw1NQU1q1b9/nUSgAQmTNr3UgkgtOnTwvBhH6O9DsgY4+1Pj0jd+/eLVOkn3/+eYTDYTzyyCMCFHHxAgBW+RAknHCnoFsSkLhAurq6xOWXbTLar5NXz6EixAtOnjwpQYHfgxOLuIsyZaUBKNmDXBMTEwIYkvDELEIl1tBklseQFGYaxQCQC5AdBGDV4o4/5+bmMDk5qRsJp2YQ7IawjOHvbTabyIl5U6rGrcwiFhcXcfToUXFJYnan7vKqXyP/H7i5REhOTsbOnTuRmpqKlJQUmEwmea46fGVtwOHnM5vNUiKRIKba4wP6Acn5+flS1pK5yinV4XAYJpNJdv+ZmRkpYxmQ6U+69vwyI1jL/+DxZjbz/vvv6+joDBKhUEj8GLjS0tJkeM3trDsiMCQlJUndzF25oaFB1yLiSVKnE6up2Pz8PEpKSnQCF6aAAwMDiEajUtOrI9R5AtavX49Dhw4hEolg27ZtugnTqqR4+/btAv7Nz88LFsL+Pk8SSSnZ2dlobm6Wz6rqHuhMpBqqAJAyQk1nKaLiYzRdYTuRx4YeAuXl5TLUlouBdGhoSEoIAFI6AZBpT5Sm05uCmAB9CuhGlZubqxvoShkxp0CpNzUDKX0LJicn0dHRAa/Xi4sXL+o8Gf9QOaHe3EAiyG/evFkowWs1EnyMnokMWOQEANCBgmpJqq75+YSTOedd5ObmYtOmTTCZTJibm0NNTY0wKxlM2EonPb6/v18wMpbMvOnpE8nyViXiMdioQDJL4LKyMmRlZWFgYABbtmwRDg51I5/mlPVp644IDHl5eSgrK0NnZydefPFFQdWrq6t1LTJab3m9XpnSTEo0d2QORD179iwOHjwoNzdNWyYmJgQkpDsvkIjmvIl6e3uRnZ0tfgIkCU1MTOChhx7Cz3/+c+zevVtENkAiorMdxfr50KFDIrPt7+8XcQ2w2pbkT7W2JcELgFiM8+8QvWbw4LRlLh67jo4OyRRaWlp0ux+/J/UT/N3Fixfh9/uRk5OD9evXIyMjAxaLRcxziouLb/IOJHbCbIIeA9y5eaPzBl5cXMTKygquX78OABKcTp48idnZ2ZscuX5fgFBveF5DBPfWtudUPQWwSptWb5j29nYBnFVvBrVtzslaNAVyOBw6Bq3dbtdhYP39/dI9oziwqKgIaWlpsNlsuunraleImARBbwr+jh8/joaGBnzta1+Tzaa7u1t0EdnZ2XA4HILr0Mfijz678n9i2Ww2NDU1IRAISF88HA7j3LlzouLbt28fBgcHZboR0y1KVXNzc3WzLLu7uyUdJEno7NmzMqKNq62tTVJ5dX5Cb2+v9O752FogSjVD6e/v15GAODb+woULGBkZETLV/Pw8vF4v6urqZKL03Nwc6urqdOkhCUs0SgESNzSDkSqHZhAJBoMyB9PlcsmOrvIcGESorzh//rzgGyzpqGRdXFzUqUtJZlKXOp+xvLxc51S11vmKN2I8Hsfs7KwEZbZiqZtg8FhbQqxda81YgsEgqqqqYLFYxMFL3TlVSTbfk0FPDbDMgtSWKjeewcFB+P1++W4MJKmpqQJuk6oMQIJAamoqRkZGRItDsxVucKoPCABpP7JU4eNf+9rXpCWp6n5isRh8Ph/GxsZ0GdHtZgpcd0RgSEpKEq/AiooKsR7nDdzc3Iy5uTm88847OHjwoEiLyVMnCw1I7PxEixsbG7F9+3Yh2DCg/OhHP5L3BVYZasCqtoD/z9FrDBDksf/7v/+7XNi8MWl4QqyCrUpeXNwdBgcHcfbsWV2a7/P5UFFRIZyBtaPn1FYhl1p+ABArdDUYqHUxPTQ5b2L79u1wOBzSb7dareIOxfmQnJq8uLgogcfj8ehwmI0bN8oxLy4ulrFpwKoydu1NmZSUhNnZWcEvqBE4efIkzpw5I2zWT8Mb+BiXyWSSbIY3GG961dGJQCSNUgDoygn13Hu9XinZyIzduXOnmAD5fD6kpaXB7XYjEomItD8WiyElJUU3bhFIjB7ge7E04C7P7hdLByomGRB47AjY8n2Wlpak9AgEAqirqxNAnpkC5eW3s+6IrsRPf/rTvdu3b8fmzZtx6dIluN1uhMNh3HPPPVhcXMQvf/lLfPzxx8jIyMA999yDmpoaOSm0u4pGo7h+/Tqys7Nx5swZuN1u1NXViQeixWLBxMQE8vPz8cwzz6CtrQ1//dd/jfz8fOzevVvHn+jp6cH3vvc9DA8Piy9iIBDA7Ows7HY7urq60NHRgfT0dGzbtg333HOPCKh8Ph/WrVuHaDSqA7WIO4yNjaGxsRFLS0sYHh4WctAvf/lLSdXdbrdODdfW1oYjR46gpqZGN4z28OHDKCgoQF1dHSYnJ0Xv0N7ejqamJlRUVMBut8Nms6GgoAApKSmw2+2SZZSWlkqn5u6778bc3BzuuecewU9IrTUYEvMK6urqkJqaKkNrzGYzqqurpRU8NzcnTMfr168LmEzgj0NnmZmwQxAMBpGbmysDZUwmE86ePYsrV67orO4/zZWJKysrC7Ozs4hGo0hPT0ckEhHMQe1WEJw0Go3iR3n33Xdj48aNMrQmKytLXJA8Ho90Tui/SJIdRx+wpCAwzO+WlJQkA2GIu7DbQZ8EDjsCEhkMryF2J+g6xhudGdG6detgtVrFj+LChQvo7OxEfX29/F1+BovFgh/+8Iefr64ETULz8/OFaquO9tq1axe++c1voqmpSSc1BlYlsdzZx8bG8MgjjwBIRNS2tjZ4vV40NjZi//79srM1NDRg8+bNyM7OxuDgIDo7O+H1eoXYk5SUJBkFTzb1C++88w7C4TCOHDmim7tInCAQCKCkpERotKxTaabCrISzH4BVjEL9e0Bi99qxYwcef/zxm3QTjY2NmJ6exttvvy2GH4FAQLoV9HmgwavRaITH40F1dbWMvPN4PGhsbNT5UTocDuGFsJU5Pz+PoaEhHfjLUX1MaVNTUxEMBqW1CdzaWo1gHAe/pKWl4ejRozKUl6pGADhy5IhkLqpQ6tOWx+OBz+eDz+fT8ROA1VKGzEfOu4xGo2hqahJwl9cUd9mxsTHZxekSprozA4nsJTc3VxyjLRaLfEeeU5KdyCng+SS1X3UYI8i5tLQkLUr+ju12soGJRTgcDnR0dIirFQDhkXCO5Wddd8TAmXg8LrVqWlqaTn3IC4TDVlmHc1w5sDrw9eTJkxgcHERzczMqKyvx6quv4siRI3j88cdhMBjQ2Nioew1vILYGp6en4fP5xMsxPT0dra2tkj6z3ierz2w2Y2pqSgaycNT8xMSEpPIMCPx+/D40RWGHQ12fNsaey+/3y4AV7qidnZ3weDwCPqpCJXVg79LSElJSUnStWnZH+Nq0tDREo1HxReRNHg6HMTQ0JAaw9fX1MjtR9V2w2WzIzMyUG5DuzbdST2qaBp/Ph02bNgGAvL9qPzcwMICHHnoIwCqDVZ1ixffJzs7GxMSEeFYy0BF4BlazFBWp503OMkq9pmi5B6xK6DlIhu9ts9nk+9DCnTci/15aWprMJGHZRg8S7uzkOqjdNrIe7Xa7jC4AIDwV+j0Si+CM0ry8PGnlUoZ9O+uOyBhisRicTqdE24aGBjmp7Cs3NzfrALe3335bQB/ufjTaILMPSNSPHR0d6O3tlZvN6/VKLa/6KFKn0dfXJ/bfJDepO7XZbMaGDRtgNpvh9/tx+PBh/PjHP8ZTTz0Fv98vA1ZU70O687DLwAlExAMYSNTZk1z8LqQsv/nmm7rjx8G1AwMDMjMTgE52y6nJJB2plmoES4k9+Hw+2Gw2ZGRkSGBYXl4WUdTg4KBwNXhR8uZxuVxSd6suQswY1oKAxJcyMzOF0s1jMDg4KKXTyZMndfMx12IOvMkdDgeefPJJYWqyS0ID1ZSUFGFGulwumU4+MDCA2tpaye44/4NZH7CK19BKcH5+XsqCcDiMpKQkHcuRi9ka2a6k8QN6ByuKplT7v7S0NHGa4mtUt3K+LjU1FTU1NXjooYcwNjaG5eVlMTe+3fF0wB0SGHhw1ZSUu67T6ZRJPfROVIFKEoYcDofoCt5//30cPnz4pilDqhuRx+PR3WAcFc+WptlslhuWSDx3rhdeeAH19fXYsWMHvF4vWltb4fV6xXOA2gd2Otj25OekyaraZgQgwYk3OY1VSCbq6+tDR0cHRkZG0NjYiB/84AfYvXs3Kisrpe1HGS9t1Wgcwp1NTUVrampkiC6PE30POUwWgKgUGay7urrE5pyEJfU4ki+SmpoqwYE79FpeAYGx0dFRlJWV6dqhageEmcO5c+dumi7Fn7zJCPgxcygvL5cNho5GnE3KcsPj8aC7u1t8OnktqoNaCBgS2MzOzpYhMGlpaQIcEr+w2+1C9+ZxIIcD0FsW0jtUne5NY2MyJgmyLy8v6yTjMzMzWFxcxNTUFJxOJ+rr64W/QGs3nvPPuu4I8PFnP/vZ3q9+9auiT49Go7j33nvxwQcfyOxFp9MJr9crE4T37NmDiYkJZGVlyaCTeDyOrVu3CjhWUVEhg2mee+45JCUl4dKlSwAS3YbW1lZ0dXXhX/7lX9DV1YWuri5cuXIFRqMR3/ve95CSkoIHH3wQbrcbv/nNb0Te63a7JUi53W7ce++9iMViGB0dxezsLOLxOCKRiNiRX7lyRXrkhYWFWFlZES+DS5cu4de//jVOnz6Nbdu2CXuN0nIgcYET/2Dd+dZbb6G0tBRutxsPPPAAlpaWxE6dWUM4HJa+/rlz58T1iADc/Py8zGhIS0uDxWIRIMxoNCIWi0m3h5OVnU4ncnJyhPV35coVZGdnY3h4GB9++CE++eQTAYaLi4thNBp1A39UGzbarWmahm9/+9viZ/DJJ58IoGwwGJCZmSkIPkcMqqCkmsY7nU6cOHFCMAGLxSIS6snJSZhMJiwvLyM9PR1ZWVkYHR1FVVWVtL3XrVsnRDFyAY4dO4adO3dKAE1JSZFZJwT2+B3T09MldZ+ZmRHNhsFgwOLiIn7wgx+gsbER6enpSEpKwsDAAIqLi6FpGtatW4fr16/DYrFgZWVFgkBKSoqUObFYDBaLRRjB8Xhc8AxmBqRb082J1O/PHSVa0zTBF9QBn9u2bZMx60CirFCNTZgx0OprraBlYmJCDEMOHDgAYHVoK9uZVqsVb7zxBo4ePQqfzycGHuPj43KgPR6PsP24VFamynNwOByigAMgQ24B6LATlhTECbZu3YrBwUEdvbmpqUkQ+zNnzgj4Rss7tWZvbm4W6TQv4MrKSul3M3vghca6mhkMd0YV21hcXITFYhEdicFgQDgchs/nk/KG5K2BgQEEg0EJCnwv/lvtqXM347mPx+MiIc/OzpabnmUczxeP6cDAgC4QskQhTkKrNJrWchJ5VVWVrjXpdruRn58vFv1AgmzHjIE+jh6PR/xIVatBm82Gs2fPyvuRP0ANjurtwWzhpZdekscNBoO05FmmqO7oDIZUappMJhnRWFlZqfNbGBkZ0V37KpZiNpt1ONNnWXdEYFhaWhKtfyQSEXDv0KFD6O3txWOPPSZ1OgDxU2BK7vV60dbWJrsYLyCHw4EdO3aguLhYeu8qTfoHP/iBEKscDgdCoZDsZqSyapomI+VJNAqHw+ju7tZJh71erwQfmoioBJmWlhZkZmYK1ZbcCRJrmpqahN6cnZ0tYiUgkRpv3rwZwOoJP378uKDemqbB7/cLFZpmIuPj43IxZ2Vlwe12ywWoIvuqSxGBUFWhyjYZL3ogEeTYyaE1PVutfO3o6CguXrwoQ3p4bJlaM71W9TEMOOri+VENWsfGxjA+Pi6BkiMGiNkwSAP6koQptcPhQFlZGR5++GHdhnLx4kUpXdXj39/fj/Xr16O0tBTJycloa2uDxWJBOBzWjcZbWVnR4QZmsxkrKyuIxWKSiVERaTQmpqUTD2B7mNPSAIjCcmpqCuFwWMoVlQhFfQQNXEg97+/vFx7H7a47IjDEYjHU1NSIboBORw0NDdi3b5+MUi8qKkIgEBA1I0G82tpaETtRvsrFk97e3i6lSGZmJlpaWtDd3Y0nnngC5eXlKCsrE4em+fl5vPrqq/joo49kx+dOzgtONfFQAarU1FT4fD4xRQ2Hw2Kgkpubi9bWVqSmpupcgcl9z8zMlL9TVlYmYOLExIQQp+j4S1n0ysoKotEo9u3bByAB2LW3t0tQIuCp2o5xh7Xb7SLkAhKgGmXvtDln2aEi72lpaWhsbNR1QNSby+fzob6+Hg6HAzk5OZJyE2PgxcsbherYQCBwE8agZlA8TpwXYrVa5aaibwFduNgmpoiMy2azIS8v7yYRE7Dabuaxo5yfn4HT1E0mEyoqKnSTsNiC5c5MAHF2dlY6M+oELHIp6F05Pj4Oo9EIh8Mh8uzTp0/DbDZLdwSA0Kt/9atfYXx8XCe2oqJ3YGAARqMR9fX18hk/l0Ntf/7zn+/dtm2bbt4jh83Ozc1JHz4vLw9XrlxBZ2cn+vv7UVhYiMLCQoyOjkrtBUCnNRgeHsaXvvQlQc5dLhdMJhO6urpgtVql5r/nnntEPEVVYUZGBmZnZ+UijMVickHFYjHpexcWFuLChQu47777kJSUhNdffx3Hjh3DY489hpGREYyPj+MLX/gCUlNTEQqFMDo6KjMDeOKsVqu0KWOxmMx3pCMTAdlwOAxN0zA2NoZAIIBLly7hhRdeQDAYRHp6Omw2G4LBIIqLi3Hp0iWEQiH4fD7k5uYKIYc04YGBAQwPD2N4eBijo6PweDy4du2aDFONRCISRJKTkxGLxQRxNxqNYh5bU1ODDz/8EABw7NgxxGIxQezHx8cFKFuragQg5zYzMxOapiEajaKwsFCHsWRnZwtmwzEBpK8TdJ2dncXo6KiMNyS5zO12w2AwIBqNChZFCnRNTY2M00tNTZVBxzRN+eEPf4iHHnpIhGnMIo1Go0x6KioqQjAYlEHLHGirTlGbmZlBRkaG0JwNBgMikYhgAwaDQYIRfUktFguOHTuGzZs3C1mJxx0ATp06JcbDzDLo+tTZ2SmuWGR4pqam/nExBoPBUGAwGE4YDIZ+g8HwO4PB8O0bjzsNBsOHBoNh6MbPzBuPGwwGw08MBsOwwWA4ZzAYav/Q31B5DDRAIRFp586dyM/Ph9frFeMUVc1HwRKwKkCi/uDQoUOSVqtToqgyzM3NxaFDh+RzEPzk5G3apXGxFOB7kH6s8hMA4IknnpBSp729HcFgUBym2I9fK0ZiCj84OCidiaGhIdmVA4EAqqqqRDE5NzcnrcuLFy9icnJSuhcqWUplXpJvcPnyZRljxvcOBAI4fvw49u/fj2AwKCXOhg0b5CJnCkzqd1dXF/r7+8WyPhgMYvPmzcjJyRHwk4j92u4FywgCY1z8DmuPEYMmfS75uScmJnD8+HFdqak6Lqm+ko2NjXC5XCgrKxMZM88d3ZnptOR0OnHmzBlcuHABQCILSklJkSlSAOQ7sXRUMQEAsqnRsCU9PV3KAbvdrpuaxZEGnJ5N5iu1PgCEuZqSkoInnngCWVlZOhEhr8Hm5mYhTdGXZK1R7R9ahs8gb80DkKdpWrfBYEgHcBbA1wA8DmBK07RXDAbD3wPI1DTtBYPBsB3AcwC2A9gM4P/VNG3z7/sblZWV2j//8z8DSHQLqqurce7cOXE4AoC3334bzz//PE6fPq2bsXjy5ElUVFSgqKhI5NYE3YBELV5bW4tIJILOzk7s3r0b8/PzOHnyJA4ePIhHH30UwKqCknhCU1MT9u/fjx07dugCSkdHh5BIqOkgODo4OIidO3ciHA5j//79yMzMxH/+53/iT/7kT/DWW4lAHQ6H8ad/+qfy3YneA4manLRoYgwMcgB06S9Bvu3btwNI1Oa8kVgOtLe3Y2hoCGVlZfJZeUyJcfCG6ujoEPn11q1b0dXVJYAw/77KyCQFvaysDI8++qj4Rra3tyMSiaCiogLFxcXo6+vD5OSkMPBWVlZkB8zIyACwOsOCoCOH5hIbIHYCrAY6qku9Xq+Ml2NQoUaB5irHjx/XjeBTQWNec7x+im44eufm5mJkZERn2Ds/Py8u4Qw8bCtytokaJLjzx2IxyRZSUlKwsrICs9msIyyZTCbMzs7KlPe5uTls2rQJv/jFLwSHoM/mWqWkKnQDEqQoGsgyWNntdqSmpp7VNO0+fIb1BzMGTdOuaprWfePfswD6AeQDeAjAP9942j8jESxw4/FfaInVCcBxI7h86qJWnVZdBBUBSJty586dMuiVS+1QkOQRDidGuXGK1Vp6K9WNFRUV+O53vys7tcpEDAaDGBgYQFlZmYBsxAQqKyvR398vk5tIrFo7mQmApNqqF6LD4cDBgwfx9NNPo6qqCvX19QBWW4wkaQEQOzu+liYqg4ODkmazE0FVZXZ2tpC3AAhx6KWXXhL5NvvhVqtVGJQkJgEQLoP6N9Xdn9wAComY5TAwxeNxOBwOVFZWSjDjLkh9gtVqRU5ODjZv3ozMzEwxmOGx4KJB69pjfKvFY0FZPQ17qWxV2aPhcFjHrlWHAjmdTszMzKCkpEQAW3WI7dLSkgybIT/Q2hgAACAASURBVC2ZoCBt1PgYS0W1BFOJSmSOcvL13NycTKo6c+YMDh48CCAROOx2O8bGxiQQsNyamZnB6dOnpQwBoAPqKb2+nXVbzzYYDEUA7gVwBkCupmlXgUTwAEBiej6Ay8rLfDce+9TFEXW9vb0IBAKC3LO+ZimhejOorD06O9Fr4fDhwzJYhaWFw+FAS0sLTp48ifb2dqSmpqK5uVnERuoOsGvXLqnvA4GADhTs7+9HX18f/H6/pPINDQ146aWXhFzU39+PJ598EkAClR4aGsL4+LjIiSsqKvC1ryXi6JEjR276Tmv/TcQdSAQFm82GHTt24Fe/+pU8h9Rqj8cjLT5+Zga9ffv2Cf+it7cXvb29utSdwYC7K41SyWQEVr0fu7u7xcdR7aCoepb+/n7RLFDxSHfjTZs2SfCorKy8Sc5Np2a+D0sqlhKpqamor6+XQNrX14fR0VExsKUqkud1aGhIMilgtfVNJSIXFbt8jNLoohszOLOyssSMhz4JXV1dWF5elt2cpTBLMOox0tPThddx9epVXTeIQQJIZJHV1dWoq6vDo48+KuQyu90Ot9utm63CtWXLFiFJeTwecTRjZ2KtgvQPrc+slTAYDGkA/hXA32qaNvN7dN63+sVN9YrBYNgDYA8AIZUAiYPCNBCAePg3NDToJNG1tbXinkRzTlJr+RwCmcQhJiYmZAo0fQ3a29tFSssdibwFfiamyX19ffj4449x9uxZvPzyy2hvbxc3aYKF3DkHBgbg8/kkGDz99NPYunUrdu/ejbq6OrhcLuzatQt9fX04c+YMysvLdXZivElJ6Z2bm5NhKNPT03j33XfR1NSEXbt2yRyJrq4uSbn52dnD7+vrQ319vRwTHhc6OvG4UdnK8mF6elomJ23evFkCCbOZ5eVlCZwej0fmWFZWVuLo0aO6UoTelsRJqEEBVkshlhHEFNZ2Kvg9n3vuOVgsFjQ0NKC/vx/nz5/XHTsGEvoqMFCra2xsDLm5uToTVl6DAGR0IQMATYn9fj/cbjdCoRAKCgqQm5sLn88nmQa/Kz1K5SZQjGKARMagqmjNZrO0MZldPPLIIwIqGo1GyRTZKQqFQsjKykIoFILVatV11oCEHwQ7V7ezPlPGYDAYkpEICgc1Tfu3Gw/7WSLc+Dl543EfgALl5W4AV9a+p6Zpb2madp+mafdxVmR+fr5EeFqlOxwOnWMyxUHq0NdIJCKDYWn9feDAARGgqMAgsxHyGsrLy0U7wR2WOAOw2gMfHR2VwFFbWysiIdabmqZJKs+gUlVVhU2bNklHIRgM4tChQ8IN+LM/+zP813/9l7g4k93mcDjg8/l0wYE7Nj0X0tLSdK7PQGI3P3LkCIaGhuRz8DsZjUacOHECBw4ckJuGOzKJVvw3g9CGDRtEXs0dh3/LbDbD6XTCZDKhvb1dHucNr45Zi0ajAkjabDbdpHKWgupcToKuDBQMdkNDQ9JxCQQCumlczAZ8Pp9cC8w+qdylhwQA0Yp4vV5RTU5MTGBqakrX2lOHCqmZhc/nE6l9WVmZzD9hPU9lKluZDodDRE/UqrCLwUXyGW9qmsZyEZi02+2YmZlBNBq9CdNYWloSw5bs7Gzk5eVJsLqd9Vm6EgYA/wtAv6Zp+5RffQDgmzf+/U0A/648/lc3uhMNAK6z5Pi0ZbFYxAtRtVhXtQ1sQa5lN9bU1Aib0ev1oqGhQWb40YGJUueBgQEBCwcGBiSt5k2x1jvxxIkTqKysRENDA+rr61FeXo6zZ8/i8OHDUvuybafWwB6PR1yUysrK8MILL8gF8O677+Lv//7vhRLsdDrR2tqK+vp69PX16UhTQAKQU/+fOyrfn3gGUXeVKqyShbgz9ff3Y9++fWhtbdVNsQqHw+jq6sLk5CSi0agAoQ6HA+Xl5XKBlpeXo7GxUaY3AcD169dx4sQJtLe3Izc3VzIIZhXUJVRVVcluzAC3doALvzOPr8vlEkYotRQ8t/Q/8Hg8cLlcaGpqgtvtRk5Ojo67MDExoXPoSk1NRW9vL2pqanQcAdrUcdclcLe21GAnipsDsJplcHI6KeRsV/IcGI1GUVSS+5CUlCTPJYGNNz3fn6QpFfhUF8u0qakpeL1e4b1Q86JmRJ9lfZauxIMA2gH0AaBM6/9BAmd4D8B6AOMA/kLTtKkbgeR1AF8BEAXwhKZpH/++v1FRUaE9/vjj2L17t26GH7AqJ25vb8dTTz0Fq9WK3t5e8WtITU1Fd3e3jHQn2cbv96O5uRmvvPIKXC4Xdu/ejUOHDkna/Oyzz0opQSyDO10wGJS5i9/+9rfx3HPPYW5uDu+//77O7YkybHV3Ywrscrlw4sQJPPzwwwAgZrenTp3CwsICysvL8eKLL8pYdE3T8NBDD+mmQ3H3zczMREdHh9ysjY2N6OjowJkzZ/DKK6/gpZdegtvtxpNPPomXXnoJTz/9NCoqKqSNCEBwAL5/X18fhoeHUVNTo+s6RCIRmRrFi50sQbIq+Z1J543FYrDb7di1a5cEruzsbLz33nsAVrspZWVluhINgIC47PbwHKrdHy7iDpzlAawqZdUgByQC4OjoKOrr62XyN7+j2tXi8nq9aG5uFj4ArQLVOQ9M6Tn0KBQK6Xws0tLSZFcHVjUVZCeyE0FXaQaChYUF8b1YWVlBOByWEgZI3PQLCwswm826TYLcBpYR4+PjqK6ultfzs87PzyMvLw9Wq/WP2pX4SNM0g6Zp1Zqm1dz476imaSFN01o0TSu78XPqxvM1TdOe0TStRNO0qj8UFACI0GVsbExaf16vF4cPH5YygiKW3t5eHbeAXIU9e/boyhC+B01IDh06hJ07d0ovu62tDX6/H8FgEC0tLTordg5QsVqteOutt6SXDSRagJzazN1a3d04Gaq8vBwPP/wwGhoa0NDQgLKyMpSVlQmhiif4O9/5DsbGxqBpmhivqIxIzp5k18LlcuHgwYNwuVzYsWMH2tvbUVVVJUzJiYkJmfREe3i6RHHHraysRFVVFUpLS6UlSY9HehewJqXpifr9GbAIKlKt2NXVJa3W/v5+VFVV3cQwVKdosfvDrgiDQEVFxU08D94kDAAc6QckMjRyL1SeA2dk0FuTylxmDbyh6cBETEEdXMyMQd1x6aPA19LY1WQyScfAbDbLiD52ZJg5UQ/BwLC0tIRAIKDzh8jOztbRxmmvR40LW598LW3nl5eXdVPSWN58Lq3d/umf/mnv3r17xZOfCshQKCQ7tGq35ff7sWHDBgQCAXHILSsrg8lkkteQ5DI4OIi6ujoUFhbi0qVLKCoqEiUmb+7Z2Vk88MAD4mhEe++vfOUr4rU4ODiIy5cTzZbFxUVh+r344os4ffq0XIwqIEQ1IC/yjRs3wuPxyGtZc7/xxhuoqqoSD8axsTFYrVYMDw9jZmYG6enpiEajqK2tRTQaxUcffYSvf/3rMBqNGB8fR2NjI7KysmRgTDQalRuuoKBA1JpTU1NiaEKnpXA4LGQb+hTE43EkJSUhPz8fOTk58nvuYpcvX8b4+DgmJydRXFwsXgSqG/G1a9eExZmZmYlz587JeQISGYxqqc9AND8/j56eHgCJfjzrfovFglAoJJO07733XrhcLly7dg1AIshQEUpjVio0+X0pmuJNRiq4Wt4MDw/La+mtEAwGBXycm5tDZ2cn5ubmUFxcjPn5eaSnp2Nubk6OW3JystitrayswGazCfuTk7eocqVQjeIovp5MSlLJo9EowuEwkpOTBdTkBLdoNColFgPW8PCwXKtXrlxBUlISfvrTn36+1JWcWA1Aav/p6Wlde4kCKyCBNNMFmq1FzpBUnw9A3IDW8vmPHDkCv9+PXbt2ob+/H6WlpbrBsNzBiouL5XMQ1JuenkZfXx9OnDiBU6dOyXtS/MTUlRgJjWgJnNIDYGhoSFptTz/9NM6ePYstW7ZI5rB161Y8/PDDQvvl+su//Ev5t5pdAPpBMORkABChk/o63hDcOVXFJR2fz58/j+9+97tSKgUCAXR1deHMmTPyXgRHOTGazEzViYp8BX4edbI0sDr8pqOjQ9f+VH/P79fY2IjW1la89tpraG9vl3OmWuVxSjeXx+MR9S53eZZO/H8ya0dGRiS4A6tlBM2EmpubhW1LLgN5ELzu2H0g65H/H4lEJHPgMplM0r1Qu3001VUfU4lM6rxWCuWYkRQVFcmsFIrdbmfdERnDj3/84700PWEUrKmpgcVigcVigclkkjba8PAwTCYTenp6MD09jQceeABzc3OIxWLiK0BDTzo0x2IxIU653W709vbi8uXLaGpqQktLC44ePYqkpCR0d3ejsLBQdBipqak4cuQI3G43vv3tb+OTTz7Bb37zG9x///3YsWMHjEajuBmlpqYiMzMTTU1NAmwBkM/BwGSxWDA1NYWkpCR88YtfxOXLl1FYWIjx8XGMjIxgZWVFwC1iH7yJuPvRfCUajcLj8eDy5cvSEw8EApK12Gw2nDlzBvfffz96enowOTmJu+++W7KH8fFx5OXlYXJyUtDyubk5fPWrX4Wmaeju7sa1a9fwN3/zN1hcXMT8/Lyk7Jy7wI7F4uIiCgsLBRhcWVlBXl6ekLy4GAx4fKPRKNxut2RjtJC///77ZbzexYsXJdNgq5eBZGJiApqmIRgMwul0SoB0u90oLCyUHZSfOxAI4K677oLf70dWVpbwNNjeprtyVlaWeCIAic1rdnZWslaatKp0cYqkWCZwKldSUhLi8bgY07K0MJvNOhv7pKQkGZ1H3whqITiu7vr168jKykJycjK+//3vY9euXSIBZ9ucQYJELG4A77777ucrY7DZbEJtVT0PbhXluPMyoHEXXrvYmsrNzb3pPTnBmfVmY2OjyJbVnezo0aO4cuUKAoEAUlJS8NxzzwnTLz8/X9qBR48elc9GLoXaXVDZmkSMAehafJs2bUJZWRk6Ojp0GIrL5UJjYyO6urrkMWIavNhV8hWwuvsODQ3B7Xajo6NDsg8g4cDEjoHX69W5FcXjcWRnZ+PZZ5+Vidzf+MY38PLLL4u3BQBUVVVJW3VyclJs4IFVgI83qZrxUDFJzgcBTabC5eXlqKqqwtGjRzE6Oors7GwUFxfLeHq2rAkQq34Lay36eP0Q18jNzZUuhDoRjL9zOp3CjVlaWpJMlhoTp9Op4wPQzYmLeAI7E/F4XPQNbE9yqVJsLmYH7EywLEtJSRHyEoOsyWTCq6++ikuXLgmrkkNpOJFqfn4e9fX1qKioEGPjz7ruiMCwsrIi7sx0CA6HwzdRYB0Oh4ih2trakJmZierqani9Xuzfvx9f/vKXhU5dUVGhCyytra3Izc2VoJCcnIzvfve7CAQC2LNnDwBIV0Gd/Tg/P493330XH3zwAV577TVJT7u7u3UgF1c4HEZt7afrxkjPra+vl5SZgYg3OG8eUrs7OjpQX1+vS8MDgQAaGxsxODgogWl6elrS/MbGRrzzzjuSWvM7lZeXY/v27Xj66adRW1uL2dlZ+d4AZKbkN77xDYyOjuIrX/kKNm/eLH4SDodDpmFXVVWhqakJOTk5omYkzwBIdCHIxyCRC4B0ftSSoby8XDpGBFo5K0EFJvk9XS4XiouLMTo6iq6uLjleXV1dOHHiBPbv3y88jx07dki3g9cEO1osJchDUAV77Mwwe+NiOs+ZJgT76IfAG5rZRigUksdIiCPZi1kagzMJTkAi0MzNzUHTNNhsNp0wKhKJCAWcXiRAAsPYu3cvPB4PioqKcOHCBSl3bmfdEYEhHo8LNZZMtf379+OVV14RQpKqmuRjg4ODeOuttyRjeO211wRQpIsS9elcFApZrVakpaXh9OnTACC7FrBKmHn00UexZcsW5OTkYP/+/QBwU11MyjRvmoGBAXR3d8tgVFVPAUCyAfUmZ9eAFz8zCt4Q6v8D0NGdeXN5PB785Cc/EWbe4OAgMjIy8Prrr8t7qh6YFRUVaGxsFBswCns4X2JxcVG6EeyUkOSlsiKZDdDlua+vT1yphoaGkJaWBp/PJzstW5nMzujlyNewqxEOh7F161YdVXpwcFDHT6isrER9fT3q6+slW6K2xOfzoa+vT1S0+fn5ksmoQYGaCXoqkminniMeN968ycnJ8Pv9MkBodnYWp0+fFudtli8EFNlBoFUb3yccDstxiUaj0sqkpRxnV4TDYYRCIczMzEggmpmZQWVlJV5++WW0trYKaLm4uIgTJ07g7Nmz0DRNhGS3u+6IwEAfBaaAqamp+PWvfy01PA84ac3MKJqamsQAtqysTJeaHz9+XN6fLUQgMWKc7TUgAXZeunRJ5NFcAwMD6OjowKOPPooXX3xR2p5cFFRx8TM1NDToXJP5XI/Hg3379kk2wE7H6Ogo+vr6MDc3JxwA7gQABJBTTUuYBQwODooqsr29XVyamIpevnxZN/GKcxu4WCKx1QZAhv46HA6YzWZJ17l27NiBqqqqW7a/zp8/L4HgxIkTuufYbDYBXVXWYmZmpoCGLI98Ph8uXryIrq4u0UIww2CpwOMCrN64DBqhUEhuOPXmXivFBhLZnvXGBHVeZxSKsQtBmzYgkRXQcTovLw/Hjx9HRkYGKioqRODEnV1dNHChTDscDoszE9uKDMQUalmtVuGMsKRRLRD7+/slmA4MDIhYauvWrQD0Ll23GxzuCPDxRz/60d6/+qu/gsViQU9PDzIzM/HAAw+gra0Nbrcbx44dQ2Njo5hbcOIQsDpl2mKxwGg0IhgM4vLly9i1axdOnTqFWCwmJijxeBwTExNikGE0GnH9+nUMDw9jaGgILS0tuHz5Murq6tDf348zZ86gpKQE8XgcPT09aGpqws9+9jM88MAD8Hg8iMfjchES5GHLEEiQszjNGID4EfInx6aHw2EUFxdjeHgYy8vLKCgoQDAYRGFhIbKzs3H69Gnd2Dm2AGn6QiOQhYUFWCwWXL16VUC5np4enDlzBtevX5eU1Ov1YmFhAampqfjtb38rBCsalrBWDYVCchP5fD6Mjo6iuroa27Ztw7Vr1zA8PAyz2QyfzydGNpFIBNPT02JGkp+fj5WVFeTk5IiZzJkzZyRD27hxI7Zs2SLzJQCIC7LP58Ps7KzcKBaLRcxcKisrUV1djVAohJaWFvh8PmiahsnJSXFLIqC6vLwsZj7kKHCCN68F+loCkKldHHHHXT45OVnn51FUVCSalfT0dMzMzIjxDFuV/PfCwgKmpqaQlZWFxcVFjI2NYXFxERkZGQgEAmISMzY2JpnxlStXpGyh/eHs7CwuXryI4eFhwVUeeeQReL1eTE5O4sSJE/jWt76FiooKoUhz4MzttCvviMDw05/+dO/DDz8Mk8mE7u5uOJ1OQfuLiorkYi8sLMTS0hLa29sRj8dFyMLuA2/e+fl5TE5Owmq1ylDR0tJSDA8P4/7778d9990nJpmZmZn43e9+h1gshoKCAhnBZrFYqGFHT08PXC4Xuru7UVNTg/HxcRgMBl3PnHr8eDyO4eFh0fj39vZKCXDXXXdJj17NTrKyslBWVoYLFy5IX5zL7XbDbrejsLBQeAGBQEB6+uxQcCdiv/4LX/gCgNUUFUhoPOglyN8REyB7jvgAkNi5mILn5OTg6tWrsFgsmJubw+9+9zuZ85CTk4NwOCwgmMFgEBJPaWkpgERmYDabEYvF0NPTA4/HA5vNhoceeghXr14VAxiLxYKhoSHY7XZx256amkIwGMS1a9dEalxWVoaioiLcc8898nnPnTsn58xoNMo1kJ6eLoAnB8BaLBb09vbKyLnu7m5YLBZs2bJF57q8vLwsdGS73Q6TyYSPPvoILpcL+fn5qKurk1mc7EBRQUnbuZWVFfT398uMCAoDH3zwQeTk5GB2dlbOUXd3N774xS/i/PnzuHTpkvB6CgsLMTw8LF01BrkPP/wQf/7nfy7Tw10uFwoLC3HmzBmUlpZiZGQE0WgUBQUFePXVVz9zYPiDlOj/iVVRUaHt2LEDQIIiW1NTg9deew3BYBD/8A//gEAggNdff13owUT/CSQRV+DvgFUhFFFvEpVY19Johc9977338PDDD8vvScPmBUU6bkdHBzIzMzE6OqozSaHKEVhFwX/yk59gbGwMnZ2d8jo+j6UCwUWCbmtNSlSaNvGRqqoqqdUBfWq+9jX8/46ODh2DUfV6BBI8A9bgqpCK07nS0tKk88AZBikpKbqhrSwjFhcXpWyggOrixYuora2Vz1BVVSUUaHaPVBemjo4OKbfYDuUoAE3TZAw9uzk7d+5EZ2enjtLO9eijj4regudXLY/U6+mxxx7TBU+KotLT03Hq1CkpN3j+qO8BEj4OHKpMDIPGOATF1VGF/M7q9Kvm5macPHlScCJeIwRP1xrOEL8iQ7i6ulqyDJZAZD9u2LDhj0eJ/p9YRqNRuO9+vx95eXnYuXMnXC4Xjh8/rjMf5Uno7OyUg6RqFzi+jdRZPkZxD39y8WampBmAiHvKy8t170N/gQ8++ABer1cnbfb7/WhoaEAg8P9T9/bBTZ9nuvAlyx+SLWTJkiyMv5CJJRtwQkx9IE6VWddN0oWlwdOzlN3saUtOdnemu38x023/2b4pbWfS7JRM23R32smBbrvJsPR0CMuaps1Qn+KJsMeJQzAgSybYGCnGkmzJRl/YlvX+Ia5bz8/QDcyc9x33mWHwh6yP38f93Pd1X/d1RYVGrN64fJzK61f1HgAIKMcuAQMBg1JHR4fcULzIGbQOHTokmIc6PNXe3i6pNg1YIpEIMpmM7FIrKyu4fPmy3PgkLFFgJp1OIxKJwO12o7a2Fg0NDZJqk07N46dOVHJGgMYuqrQ8gzN1MxkUKBXPTaCyslIGo+rq6mCz2cRINh6P43e/+x0GBgYQCATkODJDY/bDMszv94uoDIFMXkN0J6dyFUFjIvrklzBQrLVQNBqNkhWoQZeCMSrewu/Pnz+vAdZpqMPOnIppsSO3e/duab9TPPm5554TkSKVd0HsAtA6Xj3IWhelxI9+9KOXjEYj3njjDXzhC1+Aw+HAP/3TP+HZZ59FKBSSetVkMok+JB2d1fqW5YLb7cbc3Bx27tyJ8fFxZLNZxGIx6UQQJZ+enhbCjE6ng9/vx6c+9SmcPHlSqL+8Afn6CwsL0Ov1Qm9Ws4lUKgWbzYZz586hq6sLHR0dGB0dxdatW/H444/DYDDIc/Lm5clvbm4GUDSGNRqNiEQi+PSnP41gMAibzYbKykrBSNLptJQTjY2NaG5uRiKRwGc/+1mh6gKFG3TPnj3YsmULNm3aJOId7NNTYWhpaUlwhmvXrqGurg7ZbBahUAiLi4sC2HIGoLS0VMhj/D1nAywWC5aXlzXOV08++SRWVlaQzWYlm+CIcywWw+joqLAHKX4LFAxcWIaw989xZWIC/CyNjY1CEyfTs7W1VTPnwGtDPQfNzc3Q6/VIJBKw2WxoamoShefGxkaUlZXhgw8+0JjNNjQ0aBSTbDYbZmcLpscNDQ3YvHkzhoeHYbfbNUGBwCZQ1L7gisVi+OCDD7Bz507Mzs7i5s2bcLvdQpZT3c0MBgNSqRQef/xxRKNRNDU1iWDt/Pw8VldXsXHjRukMpVKpPz5KNHuyx44dw1NPPYXjx4/LLszdm7LvjNB9fX2YnZ1Fb28vfD4fDh06JJOYTqdTk1q3tbXB5/PJ35KhyMfwdbhD7927V0McCgaDktaFQiGEw2HNsA53IaCoAAUAp0+flnYcsxp1F1AJSmqfHiiSgtZyOSjVRgSf7cFz587B5/NpEHe3241YLCZOyBwxZzuMSPnq6iqam5tlKKq3t1fKCZLAAAjST2k3Iu+5XA5Xr15FOBzG0tISIpGIsBLJRyBBi+1E3hDkPrBrpH5OLmYPQKG7wYG0+vp60aaYnJxEf3+/dGmYUax9rng8LpkgCVTqjs6JUd683HEBiFtVIBCQoES0/9KlSwAgo93EMxKJBHbs2CGta6qFqa85ODgo1we1OT0eD7xeL+LxuBz/ZDKJHTt2wGg0SjfOarVKIOP7JquTACsNeB9mrYuM4Xvf+95LjzzyiAwtJRIJbN26VdIxjhBzWIggTHNzswigBINB7N69WyirtIqjfBdQ3JVDoRDsdjsuXLggcl3BYBAbNmzAL3/5S3zqU4UyjECf1+sVncJf//rXeOaZZwBAkH8O2vDvDAaDRu/f7/ejsbFRlKDcbrf0qOfm5sQ6zufzobGxUQIFzUaeeOIJ2QntdjtsNpt8vbKyIv169tRV2jJQ9HLMZrM4c+YMEomECLNSgzGbzcLj8QiNOZvNCgmHjykrK0NtbS2y2SyuXbsmdu8rKysyNEbAkF6ZfI5kMonFxUUZvGKLGihySnhDAYXyUpU+o2VceXk56uoKEqJ8/8888wwqKirw3nvvIRKJiDEv3aMeffRRPPnkk7BareJ6NT09jVAoJFLwLPMOHjwoA0jMGPg9OwwbN24UrgLFVIgnsOMRjUYlELANbzKZMDc3J7jE+Pg4crkcbDab4AQ0sXn88cfx/vvv48knnxQZuZKSEmzcuBHz8/Mwm81oaWnB7du3xf+Cmg6BQED4KKqJ0Ouvv/7H1ZV4+eWXX3K73fj0pz+Nn//85ygpKRFXo2vXrsFkMsl0JDUTl5eXcfnyZRnr3bx5s/yeQYFTlvx7i8UiN+3g4CD279+P6elpSS1jsRguX76MZDIJt9st/H2DwSA3y8rKikz0ETBUywEV5OQMAxWINm/ejPHxcUl5uQNv3boVfr8f8/PzuHnzJhobG9HY2IhkMolbt27BYDDgww8/RDablXYdsYi//Mu/xK1bt2A0GmG32wU4KykpgdVqhc1mk5r74sWLGBkZEaJNSUmJxkSG8/7ZbBYulwuhUEhmIUwmEyYmJpDNZlFfX49IJIKlpSXpziSTSQkCpaWlkk00NTVJZtbQ0IBQKISqqiop78xmM65du4aFhQUZAOLjVe/OmzdviuMSAOlU2hapSAAAIABJREFUdHR0SMDnsXryySdRUVEhMyD5fB7btm2DwWCA3W6XoaOVlRXZ8VnmPf300zAajUin0zCbzZIZsDvDYEXvCBrmcKqVx0Cv12Pbtm1YWloSNSu2sskZ4Xthhsvrmt2u5uZmbNy4UYx1bDabZHnkLFAuju1OGuQEAgFUV1dL0C0pKXmoUmJddCUsFkv++PHjmv4/2XmJRMHJiTeXOqXIr1XZ91gsJsh/b28vUqkUjh8/jm984xsaSqzH4xHjmr6+Phw9elS6DHwe3vTq90yJCWyxA+B2uzUoMgDRQKSqFFBA29d2JgCthBwAeS8UZOF0Im/ykZERuFwuyQpU5SayId966y0ZywWA48eP49VXX5UJPw73cLqPKXd5ebl0Enihk4lH1yidTofHHnsMLpcLg4ODmk4ERWT5PAwi5eXlMsFJui+1DBjgg8Gg2PGpDEpVMo7Hi+eHx/ns2bMa6jgAka+vra3FgQMHcOjQIVitVnz00Ud4+eWXNZ2q7u5uQfcBaDoLQEEtjECtOhjHz6GuZDIpzEqWY+fOncPu3btFw5SvoV4zPMZms1mwGrY9uTiWXVFRIeXeysqKaD4wwFPIZXx8HCaTCdu2bfvj6kpUV1fjiSeeEHEWNQ1mesdAQPmttTLzu3fvRiwWkwDQ1tam0YUMBAIaajIlwbq7uzE4OCg6ggBE0g0olAHqhUa5d9b2qmAsl8/n03QGhoaGRGxWZUtysRtht9uF4qtSrYmvkC48MTEh8wdq/aziF8PDw0ilUjJlabfb0dbWhrKyMskS6M2Zz+eRzWYFQGVPnNZ/ZInSA/GRRx4RotTbb78NABp1ofLycrGnY1Do6+tDbW2t6AqoqsXqTUUglzMQDHIsw06dOnUPVRmAZlCOi5L4yWQSkUgE0WgU09PTcpPxnPE48lyyJUmWLVDAHrLZLCoqKmRHprHP6Oio+K0SP2B3gibHAGS25+DBg/IeU6kUmpqaRIPj9OmCQqLZbMbKyopolACQLIztSKpFpVIpCd6cxeDjS0pK0NTU9NBj1+siMBgMBrz11luiwaD6QFqtVgGETp06JYAWJeA4k5BIJNDd3Y3z589Ln3h8fBxDQ0MCBqpTmOrgEwBNdtDT0yODSZxupFTbwYMHcfjwYTQ0NIhUmdvths/nw+uvv6456eRW8GteyBRPXatKBBQHqCYmJjTDQqQGt7a2oru7WzPHABSyBJ/PJ9qIn/vc5/Dmm29iamoK4+PjyOfz8Hg8aGlpuceCnqIilDIzGo24fv26dG/II1CPW3V1tbT4+Hum01zsOACFm/jnP/854vG4JnAQrAwGgxIIgUJGRiyBYCWDHenopAXzZuzq6hIFLh5LWsyrnQlaH7KtzMDEGQ2z2SzX4OnTp2WD4THPZDI4cuSIZD+dnZ2CAzADIJhImTWTyQSPxyN+Hmwv0hyJ1+xzzz2HTCYjAVsVZmGLmOUBAHmu27dviyIU8R06W/G1H2ati8BQVlYmysvkFXDH5wVDmbbBwUG5UHjyVI8J9QCwnUiFYPa6Ozs7MTQ0JOgvlYgJNDocDvG1UCcuGxoaBMikQUo0GpU01Gaz4dvf/jaAewVUAEgWoM4JMLAwOHR3dyMajcoItvpYq9UqpYzq9cD3ow5iUUSVgh0lJSVwu904fPgwysvLNeO9uVxO/un1emFSrk2P1RZoPB7HwsKC4BDl5eWSHXCFw2GhSfv9fly8eBFVVVUyGMTz9vHHHwtvQ9XMVL0s+Ny7du1Ca2srrNaChd63vvUtOfder1eOU3t7u5RdJSUl0Ol00in56KOPMDo6KlyLZDKJsbExhEIhjI+PY3FxUa4tv98v5aBKUurp6cH7778vn5WToARRaYHH65EdDR5Hh8OBHTt2aLoenPQkqKjqPSSTSQE2OWxFnQZK8pGXwsexlLhz547GNuBB1roIDGovlwwvoFhGqMvtdgvKzvSIuxh/Pj4+LpLhDkfBEPWpp54SQovJZILVasXRo0cxNDSE7u5uOWmzs7M4efKk1OxrU3+OePN3apnR19cnOzoAzQ4IQIangOIOr/6eWUp/fz8GBgY0uAH/rqurS5iV/FsGG1UViENHJ06ckAlSnU6H3t5ePPXUUzAajZohm3w+L3L41BlgesybGyjartPkByiKvTLjYG1NcIydgMHBQRGYAQrcCbZPqVXAXZkTp/zssVjsHv0En8+n8R5luUkNDippW61WmM1meQ9s7VZWVoq+JbsGAMQ1fe35DwQCYp249rokyM0uGBWfSIoqKyvTkKHUwSx2GGgzoNfr5TyUlJRgcXERZrMZ09PTUh7QwIecEqDoO8FMhjMgVVVVmgD0IGtdBAaDwSD1HKXdmDkwjeNNvX//frFZo/hpIpFAfX09RkdHpfwIh8MwmUzS711rA+50OkEaNlAICKxnOe5LByQV9ONNyceqKS13f0ALBgJF49i2tjYB1WjRrt70BN86Ojo01F7a5bGcoC4C19jYGBoaGiQgUGGJGQR5/7yIqCYFFOXEmL4yzU+n0zCZTGK+urq6Klx/glypVEpmJgCgrq5OVISY8ur1ely+fBkjIyMaaTKTySTvi0QrZiPxeFzUqTkdy87AxMQExsfH5ZwQ9KViNM8nF415qHTNgMpOzMLCgvh58Heq/wgBQ54nEoY4y8OAoFrdqSIuNLplGZDJZDQ7eEVFhZRjvb29mJubk+5FRUUFNm3aJFgBjx+Jfswa5ubmZISewKTRaJTnfdiMYV20K1955ZWXdu7cKf1kg8EgaTtPwubNm6U/zRHjHTt2yKSlXq/HhQsXsGfPHrmoyJS8ceMG6urqkEgksH//fly5cgUAxJ6M8mMOhwO/+93vYLPZZFfjblVZWQmbzYaBgQHYbDYhGjU2NuL3v/89WltbZaCJUm98brX7kMlk0NjYiHQ6rSEjqYKolZWVuHLlikxdAoUAGQqFMD09jdLSUlGJ4qRlOp1GXV0dxsbGYDabEQwGJQuYmprC1q1bpUVYUVGBfD6PiooKzM7OCt5AuTE+H1uI7EgsLy/j9u3b0iJTL/xMJiODS/l8HqWlpcIjoSdFSUkJ7ty5g0wmg8cffxwzMzOStfA9cYe2Wq0y9AYA+/fvF5Gb1tZWGQDzer1y3P1+P3p7e5HNZmEymfDOO++gsrISzz77LJqbm0X6L5VKSSvaZrMhn8+LXuVnP/tZAIXWrsfjwZYtW7C8vCxlKuXfWGrZbDap/Zn6k4+xYcMGTE1NSTfmzp07MmhGlmxFRQUMBoOoPanHbmVlRUxoGDz5upw01ul0uHHjBsxmM3Q6nWQ90WhUJo5v3rwJs9n8UENU6yJj0Ov1kiWo3HGi4mqHgjtCf38/zpw5IwciEAjA6/XirbfeEvWm8+fPCxbBzIPEExrVABC2JFAQUY3FYhgeHsa3vvUtGZgiOEiZdM4RnD17FhaLBQMDA/iP//gP0QlQzWsmJibEpYo/4+KsvdqGW7uoiZBIJIQLMDk5KbscF49TKBTCrl27hHJrt9tx+vRpnDhxAqdPn0YwGER3dzdcLpeQkDhiXFNTI6WB0WiUTgT/Bwpo+PLyMiwWi5QO1ChUlaLLy8vl9+xaMIMgNmG1WvHII4/I66tlJQMl7ft4fogD2e120dEgRsPW9ezsrMyUqA5UQFHwhdmIitWoXS6g4JZOAxouFcikkvT8/LzmvDocDgEkM5mMCMZy2Ww2GdOemZlBOp2WrIKBlJJuADSgIjkU9KNIJpOSjSwuLqK0tFSCF12v1upDfNJaF4GBYBRPhlpG8ERxBv7VV1/Fd77zHfn5+fPn5fF0pH799dfR2dmJQ4cOYXBwUOM+fe7cOTz11FOi7dfZ2Yljx46JIAbfQyxWsJOLx+Oya/OmpRxXV1cXXC4XrFYrOjo6xPadZQTLjtbWVgSDwXs0GVXr+rVAJ1+T5cLk5CS2b98ulGKmvVSUdrlcGvo06d3sDLDc8fl8GBkZQX9/P9rb29HU1IRNmzahuroaGzduBFDYrWkpR3UnlhNqgCCZihRrlgUsTVKplCgLkeMAQKjXPPdAoQSprKyUzxWPx1FZWSmDT5ycVB3P3W433G63GN3w2olGo+jv70c0GsXu3bvh8/nkmLE7xHNEDIKAJVB0PQMgxjObN28WcFDlLRAzYcbJQS86VwOQLIOq04uLizJLUlFRgbq6OnHKzufzSKVS0lWgChS7RjzeLDOSySS2bNmCDRs2iMYGMY6PPvpo7a32wGtdBIbl5WXR2qO3A1CsE7mj//M//zMAyICRugN7PB5B9wcGBjA6Ogq9Xi9DUJRUa2trw+uvvy5A5ejoqICFfX19OH78uEiUnzx5Um483uRerxf19fWyy6h1Pn/GG1+96dX3yp+vHZ0Gij6SvLGBAiqfTCaF6bl9+3YkEglMTk5qfCjpHwEUcBLWy5wP4Ag1X4emsyQnsaNAPgUxBlV0hKk/wUICaB0dHUKb5q5XUlIi2ANfl4GAYrSc3uT75udnsKUjmCorr05SchaFx5TXjpp58PyqmIt6TuLxOPr6+jRAMFDYmKi/weVwONDU1CQ6kardvFo2MYtQpxp5Y5vNZgExgUIWShwhkUjAaDRKx4j+lzS8XV5eFtFZZgMbNmwQ4SKeQ07Scqkj9w+y1kVgyGaz0pokm1E1o2WfOpfLIZFI4Pbt26itrdWkbiQRxWIxHDhwQDIH9THseHi9XrGn42twBHit8Kj6NYNAT08PEokE/v3f/x1dXV3i7sRUf3h4WIBCLtXGTs0M/H4/JiYmpA3J0ed0Oo3r16/j+vXriMfjIrfGC97lcgm/QT3pJBXRjp6lh+oABRTdl0hl5spkMiKuyq6BmiWw08Cf5XI5VFdXI5lMyo1BZJ4XKZ9f1R3gz/m7tTbtKuGLOzqDBksmZkg8RwwKbrdbMq6hoSEAhWuIm4NKZlKzh7XX2+zsrMZgloGFrk9MzxnsMpmMKE+tXcwOeFO3t7cjlUpJWUZMgROcDMYszcgT4Tg1s7If/OAHgvfw8TxPQCEYbdq06Y9T2u273/3uSz/+8Y+xZ88eBAIBAXX0er20yvbv3y9p6k9/+lMcOnQIb7/9Np5++mk89thjSKVSooFgtVoFLW5ubhagJxQKCQuNgWd2dlbUcNgeon2Z0+mUNJFyX7y5W1tbsXHjRmkPcVcJBoOorKzEX/zFX8jnIzgJAFeuXBElJqPRiMnJSdTV1UnNPTc3J3U5x5k5RUgFJCL4t27dQiwWE0m5RCKBfD6v2Rm5a3GEuqGhAdPT04jFYti+fTumpqZkPJqzIC6XC42Njbhz5w5mZmbE6wAocgJWV1dhtVpRVVWFDRs2iPIxuRDq1yaTSdy0OKfgcDjEpWl5eVl+zzkKtpp5XO12u7gvNTY2CnioulVxqMvpdEKn06GhoQHZbBY3b96U8zo9PS0aEhyPVudoCFxyGC+VSqGmpgZLS0uiw5BIJLB9+3Y59pwNUceyLRYL9Hq9lAWrq6sCMhqNRrGeAyA/JwhMCnNVVZWAkcQVaEHHQLJr1y7JKNjK5Ig6g7tOp0M+n8f3v//9Py7wEShE6ZWVFUnNRkdHhUwSj8fx1ltvYWBgAN///vfR09MjdfXg4CDOnDkjNTxvCLVdxR3m5MmT4nCsqgUBxR44UOAT9PX1aRShf/rTn0oNyvSWz6vyE4DCbv/GG29gZGREgxfEYjFpM7777ruYnJzE888/j8nJSdEQWFpaQjgcRnl5ubD/EomEOGET1wCgUV92uVxSx3s8nvvuWgQjd+3aha6uLgwPD8PtdotJD//earVi9+7d2Lt3r+w0aktT/T+ZTIqjMmtq7v4sK5aWluQxFotFGI0UfeGOS1zDYrFgZGREU3bxeLe2tmL37t0aOjSvF6AQmIkzkBynlmtUjVJdqgBoxGKoFk0QnN8TYwCAV155RUoKKkxz4rKmpuYeQJB6kVVVVTLZCkA0JYGij8SWLVtEV4HScPw9g8TS0pK4Z2cyGelY6HQ6AR05tEXew8OsdREYkskkpqamcO3aNaGGkjFGEhBvPHYXWFtTV4E1NABNugkUiUAdHR04ceKE0KbVRbIUZeAHBwel+8AeOJmITG95c//d3/2d/K3b7RbVIgausbExUTxWORXJZBI+nw/JZFK8FCwWC+rr6wWQ/du//Vt57xaLBRMTEyL+QSs5dZiKzx8Oh4Xiy6V+zfcKFFN8BgeV8NXQ0CD8BvUfl8lkQmtrK1KplLTSWB7kcjncvn0bt27dkiwHKKo7hUIhaY2SgciAxuBAkxuKrqjnSmWFtrS0AIAoSfP3a010KYnGbtfazYEdi0AgINoJa4VWUqkU9u3bJ2bHBBrZ0uVIvUoxp4s2dTB48wKFLs/aIampqSm5mVOplJQUBHMByPcs4ZjNUXOSgaKkpERjbPMga10EBrXlyMVITWovUKjtVYfpvr4+DA4Owm63w+fzaSTefT4fPB6PXABOp1Ps49944w0MDg7K87766qvo7OyUaTnSnYlAj4+Po6enR0My4komk3jzzTcBFDOTjo4OmEwmxONxIQSpBCu2scj/j0QiqKysFMBNnTcgJ4OAXCKRQH9/P1wul9xcxBk40UchGd5k6s0GFOt33mxs2/H1PR4PjEajuDbpdDqNfyJQ6MwQRyBduaqqSjNTQas2oIgz8LOyTTo5OSnS8ipgpnI4uAgYUhhHzehcLtd9W73qYzj0lEgkNE7qaiuTmUQwGMTp06flGqKMGktMWgSYTCbU1dVhy5YtqKmpkUDAc2g2m4W7QIISjYqBYuZFDUveyDU1Nfe9mekWBhQCik6nkxkSlngMBLwGqb/xMGvdBAYGBWoAAkWtPvpHUDiVoJ1q5cYZA+4QiUQCp0+fFrLJ+Pg4gsGgsAZVy7fPfe5zOHfunCDcExMTaG9vx8zMDBoaGsThCCgCXna7Hdu2bUMiUXDM4u8vX74sNzNxg7WgG3dmahly7oE3rGouS++A0dFRGSarrKxEPB7H3r17YTKZRE6MNFleOJws5GtbrVa5gWKxmIbuy6/j8TiGhoZksKenp0eARgJiat3LYOh0OgVMJEhKyTwOXHFqE4CAqhxi4vHisaICE4PqWqIYNwBKqKufRQ0QzIoAiAIYdUG7urruEbPhZC4H6njO1N2biya2fIxqSMPv2UWYm5uTDIGMRH5OCtwkEgnJJDKZDDKZjATU6elpARk5RUnA8dFHHxV1bpLaCISqA1UPs9ZFYFB55Owc8B9Q5DXQlo1dAKC4izBgWK1WnD17Fi6XC36/X2pPEo0ITrpcLknvKR3GkqO1tRVtbW1CUeZrjYyMwO12Y3R0FA6HA4cPH4bFYkEsFkN1dTVCoRC2b98uzzMzM3PfoMCvqWak0nSBYqupoaFB5jE6OztRW1sLl8uFjo4OXL58WW4AVX25trZWdkk1KDDr4D+OYa9to1qtVvj9fpw/fx4AsG/fPmzbtk0ALQYdnU4n4CJLJ7Ik2Vmpra2F2WwWMLK6uhpAoZSguSu7LRxqUm9E9etgMKghMvF/1cWL7x8oUtZZirJjwQ3C6/VKME8kElKiOp1ODA4O3oNjzM7OiiISM0uKBGcyGVy6dEnwGF63U1NTcoNPTU0JBgFAggSXSlqiac3y8rIMSLW0tGB1dVUjBgMU8BwCt9lsVvgkAMRkF4C4aT/oWheBwWAwCOuRi+kaUAwW5ClwUdDzO9/5Dvr7+2G32/Gtb30L58+fl4EZANIObG1tFWyiu7sbzz//vGQZ8Xgcb7zxhhCAjhw5glAohJdffln+Zs+ePcLIjEajOHXqlKgpc2ciKxEokHYaGhqQTqeRyWRkV1TLiuHh4Xv65wQZ+X5pDcfUEChYwsXjcanLeYMxC1EJRbTzY/AgnZvHR70B2PPv7+8XbYDDhw9j06ZN0Ov1KCkpwerqKnQ6nVCBVWEWukdT2nxubg65XA67du2C2+0W8RaXy6UJaAx8PDZsxwLFAKdyGhgkiM3Qp5KP4ywKUOQ68FriIh9CHZEGgIMHD6KqqgptbW0iFgRAyjRqgVBDgZkCy4hkMindFHqO8L1897vfRW1trabMymQyuHPnjpjWlJWVidozGZGJREKOFQlM5eXlGt8QgpHq1/zd2lmhT1rrIjBks1kZdgKKOv/j4+OizkOOA3dJnmDqHuZyOUxMTIhOAwek+vv7NRN7qv9jMBgUdSCgcAPt3btXLsh0Oo3BwUG0t7cjEoncM9XIup/sR5PJhOnpaSSTSfk+FAqJgOnIyIiQhgDIzcubnSk+R75J+3W5XNi1axcikYgAcMQQVNVh/o67Nz/DzMwM4vE4ZmZmhBilLlUPQgVtuQYHB5FMJqV2ZbbAiy6Xy0lQUBWadu3aJWy/c+fOIRgMSgBT235c3Bh4fCcnJ6XE5PPyGlE5IQSMmSWo2IQqMssA4fV60d7eLvMPLC+4GAAo4AoUrsmqqiqMj4/L9CWzBf5+amoKfr8fTU1NQqNWDWttNpsIvAJFBiQ9KbPZrBCi1IDDIFFTU4PKykqhOFPujXRpANK65GwFA4VKx36QVfpJD9DpdAYA5wFU3H38/87n8/+PTqdzATgBoAbAKID/kc/nl3Q6XQWAnwPYCWAOwBfz+fzUJ70ODzQAmX9X24/8OR2eWQv6fD6pfbny+Tx+8pOfSFqvdjVUJJvL4XCI4QxQqLcnJyeFydjW1oa9e/fKhcdJRhWtBiDdBbYXAchwDlttfBzJUJQxA4qBhh4a/J6/27t3r5Cjuru7MTk5qelIjIyMyE3H12AJwJHqiYkJVFdXa7IzNWOgvgRQ7PxwKpIpK4VdVLFd0oT57/r16wgGg/I65eXlcLvdmoyJ5CtmGGvPFUe+yRVhxsUbf61LuBrUVI9QdfEzcWOhzBq9HBgI6JO6Y8cOZDIZCVDqBkYzGaBw0xJ8nJ6eRlNTk2bMmou6jkARi+D/BCw5M6HK6JtMJuHVkCzFVib/js9DsRlmHzyvD7MeJGO4A+Az+Xz+MQA7AHxOp9PtBvA9AK/m8/lWAHEA//Pu4/8ngHg+n38EwKt3H/eJiyeFN/zQ0BAmJydx6tQpDY4Qj8flhDNQcLDEarViaGgIp0+fRjqdlgEoNUsgRvHGG2+gra1NWliqEYrf79fsznSk4s4EQPM1UOQULC0toaGhQTOYw+VyuWCxWKT1qC6+Ryo+T05OSqbDr1VQze/3IxAIyGwGyw/eeJRyd7vdcnHxIopGo4JRqMNeXOxSTE5O4qc//amoKX/5y19GTU2NTPVRJITqy9zVgUI2RIp2JpPRBLn7LWYyDKykSlPHkIGY5RRvfBWEVIMoj6c6oAZAeAwqhhUIBMRlndkqcK/KFxdb6ZzOBQo3JR2f1MyR3hPz8/OabhNQzBgAbfDg0NWjjz4Kk8mEcDiMlpYWGdgCirJu9PFgRsDn49AWMxIVNH2Q9YmBIV9YLFDK7v7LA/gMgP999+f/CmD/3a+fu/s97v6+V7e217VmEfVmdKfPw/PPP4+/+Zu/kcex86Aun8+Hp556CgaDAYODg/D5fDhy5IjsxETh2ZZj+XD48GEMDg5ieHgYp06dErAyGo0K8QeAOC37/X5JSw8cOCDTlfxnMpmEoMMdjRczVafup+qkCrckEgl0dHRIZkLwkUYuQLF+jsfjMkHJx6ttVA5CcXqQ9Szlv5aWljA2NoaBgQGp2UdGRoQ7QALZ3Nyc0IAdDgc6OztlnJdpK81Z6VilDhlRaaisrAzDw8MACkGA8u0NDQ3C+Vh7QzJtpi4DH8MWLbU1KdbLgMCArmY8PCbEFFQMi++JWYEKRrJsoE6I+h7VjPGjjz5CTU2NJjg4HA4xRAIghCeOidMol6UCna8JVi4uLorGRGlpKTKZjBj8qtnGzMyMSAWQOwFARtEftowAHhBj0Ol0ep1OdxFABMA7AD4CkMjn82yOhgDQxLAewE0AuPv7BQC2+zzn3+h0uvd0Ot17sVjsHqYibxjuApRp488ooNLd3Y3u7m786le/gtfrRWtrKxoaGjRDSBRRBYo3D8d12fobGxuTG/8Xv/gFgAIiz5swHo+jv78fiURCLrhIJCKBgNOWDQ0NmvdOQJAgIbEBZg38fNzx1Y7CCy+8gGg0ioaGBiFwsZYmp4FmOLxgSfmlXT3/pqysDAaDQfrcy8vLiEQiSKfTCAaDYtLCxYteVXY6efKkmA1XVlZKt4EIOXdIkpWAQgmRz+fR2dkp789iscBut2t2UDI71ayIQCrPG4Oxmo2pQZb8E/U5HA4Hurq6pDTj49VW9/1wFS61hFCJaUCh3KA1PcerOQWsZgDT09M4f/48NmzYIPLuRqNRhrDIcmQpooqqWCwWCXx83bKyMnFZp5nx3Nwc5ufnMT09LVOoyWQSQ0NDCAQC95S9n7QeKDDk8/lcPp/fAaABwH8DcK/UcSGLAID7ZQf3aNTn8/mf5vP5T+Xz+U+xfgIKYCH9+egeRS1Itht9Pp+QmniTsvRgys8blCedN313d7cm5aSRLfEFADhx4gQSiQSOHj2qGbIJhULYs2cPJicnceXKFfziF7+A1WqVi3pgYEAex1QcKCgzqSBhT0+PvNbY2JhgBVzMQI4cOYL+/n75mbr4uXbt2iXgJpWmxsbGZBy5tbUVoVAItbW1wsmnrVwsFsPS0hJisZjcpGw1ulwu2O127NixAwaDAXq9Xsx9FhYWpI3GkmHXrl3o7OxEIpGQQS6yIJubmwWEbWpq0oCviUQCMzMzknoPDw9rXL8ASFmopvbMwoBisB8YGJDA+uKLL2oG4tgVIFXa7XZrxHp5TNm9AIp+lgAEuwEK9T7HsPn91NSUxuiWJcz58+fx+OOPo7OzE9euXZMN8Pjx4wCK4OTs7CwuXLiA06dPixTfb37zGwCF4HbhwgWMjo7CbDbj/fffRzQalQyD544+Knxf4XBYNE//UFn0h9ZDdSXy+XwCwP8BsBuARafTEbzeiFUOAAAgAElEQVRsAPDx3a9DABoB4O7vqwH8l4JzqitRd3e3TMSRqaZGdHIZmO4SE+jt7ZX24+TkpGQS5MqfPXtWo4EwMjIiIB+fl7Wr+l4oH89MxO/3ixox9Rp6enrw8ccfY2ZmBi+88AKAwkV25MgRjR4jJd+BYk1MM1i+NrsSLpdLPBeAQnBJJBK4fPkygGKgIAmInIzKykp0dHRo0mQGIg7qqFJt1EwgWMldiag/PThJuSXPn2PYDAAUU+XEpslkEpZjJBIRbgbbbuQ+hEIhQdVZjvF3vBHdbrcGc1H1EljKvf322/joo48kOL/88sua0mqteXA8Hpdxfm48QDFDtVgsGj2QoaEhNDQ0yIBdJpOREWmj0YhEomhkW1VVhaamJmFpLi8vCx7Bv21ra8OFCxeQSqUkALCE5qIdHn8HFEoWcijoP+H3+zU6lVQQAyC+oP/X5eN1Op1Dp9NZ7n5tBPBZAH4AAwD++92HfRnA6btf/8fd73H397/Lf4KrTSwWQ319Pdra2uQfhVPYImRA4MHmjd/a2orh4WGMjo7KY5k6kgMAaFtYDocDV69excGDB0VNmKSZ7u5uuN1uCTIqo45iHrFYTDoEoVAIExMT2LRpE+rq6jA4OChis8ePH5fXZ/qr6jICxZ1fvdG5SGZicAEgFyTrbWZH/HyBQABdXV3SriVztKGhAcvLyzI2TertnTt3RJKdjlNMybm6urqg1+tRXV0t+gAUea2srMT169cBQFqxakBLp9NoaWmRz0eZOGYmQCElr6ur0wREta1ptVrlNVi+cUaEZRxbp6pmJFDMJohBqA7jqqcob0jVukBdbW1tMr3LG021MSADkn/P3dzr9eI3v/kNEomEjGtv3rxZo2ZOrgS9RXke1fKa740BhpwJ6jpwhCAQCGB0dBSjo6MYHx9HX18fPB7Pf1ku3W89SMZQB2BAp9NdAjAC4J18Pv+fAL4O4LBOp7uGAobwv+4+/n8BsN39+WEA3/ikFzAajUL3JdDz2muviaeDuqtzMVVzu90CNE5OTmr0Drq7u6VGA4rppN/vx5e//GV86UtfAlC4eJgZsBZmCq8KwarTlUTD2XLzer0wmUxio06EPRKJYGxsDL///e9lt+fzjo2NCfGIN8r9dAcACJ+hq6tLI3dHiTeulZUVDAwMSKutra1N6L5NTU3Cx9fr9aJGTOl4ZgzkTwDFth9xhbKyMpSWlgr6nUgk0NLSIlOSKoeCMxHMDKj9QHAunU5j+/btEjTZqlyb9sbjcfFuYMBRy0ECfVu2bBHQWGWy0mtC1WDgYtnCDIJrrSI1CVuZTAYejwf19fV49NFHhXJPGUK10wFA+Dic6D127Jh4SzCY8KYmb4fPQY4FiVaqRkkgEBASVSqVwvj4OJ588kn5O6Bwj+zYseOhswXgwboSl/L5/OP5fP7RfD6/PZ/PH7n78+v5fP6/5fP5R/L5/J/n8/k7d3+evfv9I3d/f/2TXkOv18tJ4QV/69YtnDp1Cn/9138tN+L9XKGDwaAMWtElij/3eDxobW2V9JJKTkzbucsmEgn8/d//PQCItLjVapX0XNVr9Pl8MsOglgNE8Ykn0CqNsxDUjBgZGZEAQ3CNyD4/O9+X2tPnzseLXU05OZegApm/+c1vpL7kUBWXKsyizj+wtODkJecQVDk11ZuS3SSLxSIllKrIpLYdgaIqM3AvYamjo0PKkWAwKCXHWvSfQYSBk4/hcWbrlpna3r170dbWJp9/rUsYNxFqgarHlEsF79Sb7KOPPtLgDvy84XBYFMmcTqdYFNbX16O7u1u6EhzcA3BPSaN26DjExTKGpDGOhrPdSvV0AOKWffHiRXnuh1nrgvkIFIVeeRJtNhsikQj2798vNyJQJCipwzH8uboTuN1unDlzBhMTE3LjxuNxzSwDx3ktFgvOnTsnu8rg4CAmJydx+PBhTZ+fKSh3dDIp1d2b9nG84Jjyu1wuCVTEM+53svg+g8GgvD8+PwMKwVAOhAGQcewNGzZgaWkJwWAQo6OjGps+LgqyUqqN/3K5nAQoFW9pb28XjIDDP+pNHgqFxJbNYrFohsAymYyoD4VCIbjdbmzfvl2IOswm4vE4vvnNb0pHg5jH2uAQCoXkBmQZxRUKhYTkBRR1L8fHx6WM2Lt3r2wkLBWZefI98x+/VwMGd+0/ZC1PoC+VSklw4N+lUin09vbi3LlzCAQCMmsBFDEEtfOmliZAAUw8ceIEDAaDphQhK3NqagqdnZ0SRNTPouqBPshaFwpOP/7xj1/q7e0VN2ij0Yienh48++yz8Hq96OnpwcWLFzExMYE333wT09PT8Pl8kiYxZf3www/R2dmJWCyGxsZGAEWG2xNPPIEdO3agpqYGly5dQmNjI+rr62Gz2eQGoIT7c889h6efflqMa6jsxIuZSH1lZaXs5JykjMViuHXrFsLhsIiCqq0rZirsd1O8g8Yiq6ur6OjoEOekqakp7N69G/Pz8zAYDPIerly5go8//hhf+MIXZELvypUraG1tRS6Xw9TUFAKBgKT5AwMDuHXrFmw2G6qqqvDoo49ifn5ewESyGSkB/+6772J1dRWxWAw3btyAwWDA9PQ0+vr6ZNBHLUfOnz+Pxx57DFNTU3C5XMhkMujp6cH09LSMGM/OzqKpqQlWa8FZjINUQGHsOJlMYmFhAc888wxWVlZkCAuAOGpzEpeTkVTDIv2XQ0QulwtOp1OUntLpND788EMAhU0jEAigubkZfr9fnKPpmF5aWoobN25I0CEHhO/j6tWryOfzKC8vRzwex/LyMhwOhyg2AYWMQ6/X48aNG5ibm5PnNJvNOHnyJB5//HG43W6srKxg+/btuHDhgiiJBYNBcXyfnZ1FaWkpbt++Lbqmt27dEhdtj8eDq1ev4urVq/B4PKLIDUB0Iun5+q//+q9/fApOXLt37xYQhlFO9Z/84IMPhMjCyUhmChRTicfjQkyiiCiVhvfv3y8g0sjIiCaSHjp0SBBr+ktyd3/11Vfx4osvatyvydMHinTWdDotYi0qNRqAzE+oi9mESrHm85K/QPKTOuvR1dWFPXv2yOdVdQc6OjqEJxEMBnHmzBkkEgmRcDtw4IAg/BT1KC0tlcEbDkWFQiHxsEwkEiKdz0Uzk9raWqRSKQwODkopABRqeeI/DQ0Ncp6Gh4dFAZlAIz8fsy11Wa1WJJNJ9PT0CODKboy6OLBGlSz1mNCoh5lce3u7ZKEcxlPNapxOp2Qmg4ODGgl6dbCKj5uampIuRiJRkLBntqAqTldVVaG7uxuzs7O4dOkSwuGwcA/4GLVkZmZATwuW1GsxkN7eXvmeZktUQXtYsxlgnQQGqvuo3oBsM/Jk8aTwgKg1P9fIyIgQiAjuAZDOQTQaxRNPPIF0Og2/349QKISBgQFMTk7i3/7t33DhwgXJMNZKh3k8Hnz961/XeEMCxXYhb+Da2lqEQiHMzMwIVhCPF9ybCRTywlfBRQYCzlsARQ0FQNtVYVdDHTVmCaPW1zyGDocDkUgEMzMzmJiY0IBsaoeCM/2cfaDvAY+h1+uVtivLBeov0NxWp9OJjoHP58Pw8LDU37W1tbh8+TKi0ahMZfJG583MxRsMKIrwjoyMSDnCa0LFGQBo2rsEHTmaTQ0K9RyS68DRewDiiMZrkq+XSCQEyOWgG4+Heo2u7SaoPwuHw9ImHRoawuzsLE6cOCECMYODg0LVB7SYBtuSNDUiIOrxeGAymbBlyxbJDmZnZ9HZ2Yn6+noxwXmYtS4CA1Acs1Z5C7zpOTsBQOTleRL37t0rLs9MLyl6wlSQDEHWny+//DLi8bgYnFgsFnzuc5/DsWPHJFPo7e3VGM7u2bNHM6kHFGpvUnWtVqsG/CQyz3ajqsvAnjxvfAYCZg7qYnBjVsCsIZFIyDi5akjT1dUl72NsbEyOIenFer0ehw8fltai2qHg/H4ul8Pi4qKoC5G9CUDz/tjx4bmgiOu2bduwtLSEy5cva7oU/Pvq6moNPsHjwWMyOTmJ69eva5iGpFurWIP6NwA0mAM5K0AxiKsZBAABldUhrHg8LhvT7OysSL2pi6938eJFsehTj4maIajX9P3s8/he+f4dDoewMhlw+Te8udk54vtQ9UtULgNQuHdIuX6YtW4CAxcR1GAwiBdeeEE4DUAhCKg6C0Ax1WKUJQOQ+gtA4WIkAHbgwAF84xvfQCJREEWlQzLJUG63G16vF6+99pq8D6/XK76Tay8mAJINhEIhIQStNaRlAAK0NxrLHqa+vMnYngSKHQg1xeZoN5+P/09MTIgCFaBF16kyHYvF8PHHH4upa3V1tbQiWeqojsnqgBkp2KRT8zhYLBbk83ksLS3h8OHD0r6jFmMkEkEkEsH3v/99HDt2TPM78hVU6nhLSwtmZmaEPk4cSQUi1WBFQJglknoz072cA3MUxiEAqQLLLM3492tFdFQMgTv22sDB6WC1w6DOaXCp55rdMr7f7u5uAR8JYtIvE4DwJ3juiYWxvanOagD4g2DpH1rrIjBQMpt1nIqIU/GXdSWjKvvOgUBAMyvAm4ziHUwzt2/fLmpOlZWVcLlccjO2t7cLaUqd2mS9Nzs7q9lV1rZMqdzc09MjjEx2QiYnJ4W/QEo1F28CZh1c7LDY7XZ5Hr42MwiTySSfU735mYX4/X5xx4pGo+jo6MDS0pLoKCwtLeHGjRsoKSlBPB5HSUkJmpubAUDASFUK3eVyCbWaGo21tbUaEV6OYB85ckTeo7oo7dbV1SVsTOpW3k9IhMGVMxIHDhyQYKA6VKvZ2NrX5LliZkKtT3VwjNcNdUO57kcKUlNy1ZMkEAhIN2D37t0aTUmr1apxW1+7eK2r15XKVwCKGyCt7xKJhMbdO5VKibuaqhRVU1OjMb150LUuuhIvv/zyS1/5yldkNt/v96O5uVmTGWzdulXs1P1+P/bt24d33nkHgUAAO3bskJT51q1bAAqDK0TaOSPf3NyMaDSKnTt3Clhos9nwy1/+Em63GyUlJbBarfjggw/wqU99CkCBRhwMBvH73/8eKysrsktGo1FMT09Lzz4ej+P06dP46le/CqAQfNra2rCysgKz2Yy6ujo4nU4BEqenp7G8vAyr1SreFeFwGEajEf/5n/+JJ598Eh9++KH4RbD3TVk0elEsLi5iaWkJTqcT2WwW165dw/T0NBYXF7Ft2zbpnNDdaGZmBtlsVhSY9Ho9crmc7EZf//rXce7cORmQ0ul00k7kbMTi4qLcgNeuXZNujNPpFHrz6uqqBk/hFKHT6UR/fz8GBgYQiUSQy+Vgt9tFEs5gMMBgMKC2tlb+lplOMBgU7cPl5WXJUHgMKLlPzEoVZWVnpK2tDel0Gl/84hcxMDAglHROJ7rdbty8eVM8Lj744AM0NjYiGAziscceQzQahcViwY0bN8TzxGazwel04vbt27h9+zay2SwMBgNKS0sxPj6OzZs3i5LVzZs3YbPZNOAhX6+yslICzyOPPCI+FxSKrampwZUrV5DL5SSIU06vpqYG27ZtE3equro6lJSUoLKyEtlsFplMBj/4wQ/+uLoSZWVlUq+Oj49j3759Qj+mPyFQ3K05T6FyGRiJ1/agVeSbu7JKFhoZGcFXvvIVTco4PDysGbX1er1wuVyCOfA5SKdmCfD5z38ewWBQCFVnz56V3U4F1lRm3/10Gb72ta9pQFXupmT+cRqSOAGt3LgWFhZEPp5DZWNjY+jq6oLZbBbDk1wuB4fDIZ6Js7Oz+N73CvIZBCVV/whAuyurblakMLvdbsED1Jr/xo0b2LVrF/x+PwYGBqTLwfKhoaFBZOEAyCYxMzODSCQix52KT1TfJu7AvxseHhbw+X67MxmuZ86c0VC/+T8zCaC4gweDQTgcDqEpDw0NibS8eu2pi5knrymWFSp3gWWZin1YrVYRg2FWwM9mNBqxY8cO+Zqq4CaTCTU1NVheXhZWKUF8Buq1dgmftNZFYNDr9RgaGpKL+MyZM1I2sPXFg6yWESorMBQKiWgJp+fUulVNVQn4xeNxRCIRnD17FkDxBKspHdN0u90uqSG1GVRJND4GKM5DqLqFHDXm83EqUiVM8SI6e/asZmAIgAwj8YaKRCIaaThVAwKAeF0ywHR0dCAWi6GlpUWAv+XlZbjdbjQ3N4tQazweFws6siJpXsKlDkqpoq0EedmupW0fHcH4+ei/WV5ejuvXr8uurvpKAAVcoq6uTiNTp5rs0ASGfwtAo3XJz8PyTq3p1fFsFZNhus9299rnUq8Lfk+vCm4mKlFPXTTAoVQhX5vkNAY/VUWKy2QyIRqNYmpqCk6nU0x0CW7Sy4KCsrz25+bmNJoPD7rWRWDI5XJyIFnXAxC2GqOdeiIALS24oaFBLn5yCCKRiIiBAFrnaP49b+BgMCjP+7WvfU2el1x3r9crFNe1kmI8sTzJfK/EL9i1YJ+erMaGhgb09/fj8OHDssMxyHGSUp1UJIBKCrC6i6t8CQZYoLDzDg8Po7u7G4cOHZLMhxlDMBhEOp2Gx+MRY1q9Xo8NGzZgZWVF45r0h1SpSM1Vl8lkEjMdgouTk5MaII5aDqoMHfUWObfBcsNqtcp5jcViKC8vR1VVFQwGAxYWFoQlSUq6OpzGDGLteaMnCfkvatbF87F2N/f5fMKOVanVKktxLb1alaQHIH6lasYbi8VE15TPo5YbNTU1Mu4NFEplApCbN28WmjTdv1ZXV1FaWgqz2fzH60RFlWi2iqjKQzGWtYuEE0ZdTlryYkin09izZ4/GU5LzC+rzjY2NwWw2w263w+v1ahyxOzs7BdxUF4FIdimYPQwMDIgepTrAw4tHDUZE17mOHj2q2Y0sFovMTwCQ4MAbk3WxWh4RdOzq6hI5MQKTKujV3t6O2tpabNiwAQaDQchavKm6urqwsrKC27dvi1coxV/ZDlWDwOTkpEazgDu2ql6tfq5QKAS73a5R1i4vL0cgEEB5eTn+6q/+Soxr1PmHwcFBIS8RkyCYSY/G+fl5GWJjJsbhNA7Y2e12OSfUouDx40YyOjoqA3xcqhYmb/C3335bM9PARUCWRD3u6ip/gkbDLBkYgFQiFQCcP39ezr8qLKtqmABFgp2qFL24uAiLxXKPVP2DrHUBPv7Lv/zLS3/yJ38Co9GIzs5OXL9+HV6vFzqdDtlsFna7HblcDh988AG8Xq8AUARq1P4uUNzZVlZW0NjYiNbWVqTTaczPz6OxsRHpdBqXLl1COp3G5z//eQCFCLxv3z5cuHBBlI7Gx8clhbbb7XjnnXck8lLLkBfJwsICxsbGUF9fj8bGRjQ3N+Po0aN48cUXcenSJXR0dCAcDuPWrVuYmJhAU1MTWltbEQ6HcePGDeh0OiwuLoqIp9VaUJ9ubm5GeXk59Ho9LBaLGNTSJNVoNCIUCsFgMKC8vFzYdBs2bEA2m0V5eTlsNhtKSkowMDCAX//616IBSACPku4XL17EjRs3ZL6hpKRE+A1EtysqKjRlTigUwp/+6Z9ix44duHnzJurq6nDt2jUpMWw2G4LBIPL5PKanp8Uzk2PIzAqnp6extLSExsZGeX9VVVVisEI5umw2KzLrNH1dXFzEpk2bhKhlMplw+fJljeMTcR5eIwR7/X4/3nvvPUQiESwuLqKmpgZ/9md/JtcEqe2qxiRLyCeeeEJAaJom87mz2ayAjRSqqaqqwu9+9zt5PgbYSCSCmpoa7NixQ6wJyIew2WxwOBxIp9MoKSkR4hKDp81mQyKREOyIgDtQoJnHYjFUVVWhtLQU3/nOd/64wMfV1VVN24XqOkBhx2V2wDqQQKHf7xceAqcdgcKuODAwIDqPQLH1NTAwgBdeeAEdHR1wu93CIvR6vRgaGhJ0nYu7//j4uEZgdO1SSUx8zD/+4z9KVsMLgZZvHPiprKyE3W7XWLNRdp6uVmufmz10CtuqIihcav2ttjyBwk7JQGIwGLC0tKRxos7lchq/Q51OJ7gCCWQcqFpZWZFWXygUwqFDh/DNb35THq+u8vJy/Pa3v5Xdj7v5gQMHZJ7k3LlzCIfD0kmiZR+zLJLS+DlyuRwMBoOUIqqsHFBsa1ZWVmJubk4jsKuuZDIpTuG8Lrg4ZbtWWFbVyeDvmW1SKUp9Hrbdjx07hkAggF/+8pf4yU9+IniM0+mUCUle66lUStqNlGpbWVmBwWCAzWa7R3EaKJjLsKNkMplEJfxh1roIDHQ3UtMxYg7kGDgcDplVJ9HGbreL7LfKCgSKAKCKOhMlt1gseO2110TPkUt1ylYRZZXsov6vXigquEXgSp2UGxsbg8ViQTqd1pBNqFqksvw4kMV5BXY9VEIT3bJUZy2gcCOwzrRarVhaWpLOCPkU6pBNVVUV9Ho9FhYWsLKyck83Qq/Xw2AwaIBG3pjUVgAguMk3v/lNnDp1SjAEdanA4OLiIubm5uTvJycnpXUKFDYLs9msuYEZINj64/ujY5OqUs1ASg0IACIGw9kLqlKR8bm6uop4PC7SgWvxBaDofMZzzlkdZhEcc+dieUwnNH62ZDKJP//zP8fp06fR09Mj1zYzBWpJVlVVicCryWRCW1ublHaqpFtpaalIynHzoco2hXsfZq2LwMCoF4/HcebMGXg8HgwODsLj8WgufrLD2J3Yt28f2traMDg4KEYevCFbW1tht9tl+GpychLnzp1DKBQShyQyJSnoAmhps/ejw6q1JlAMOHQ+Yl1KVSgGpo6ODmFbcqkKRBx8YuCisCoD3OTkJMbGxnD58mVYrVZ4vV4JpKqA7MLCApaXl+/BKFifzs/PIx4viJtQCYjSerzgAIg+A41L+Dz832KxCA4AQBSpI5EI3n77bXGIAorzC8lkEnV1dQgEAlKqLC0tCaqv1vTl5eVoaGgQeTg+TzqdxmOPPYbq6mrkcjl5fXI8+Jlp5abK2BOzaG9vR0dHB2pra1FdXY1t27bBYrEI8Do2NqaRhVu71goGAUXcYXR0VLPBEfuidujY2Bi2bNkicnivvfYa3G436uvr4fF4UFVVJSKzahBKJpNikOPz+eQ8cUCKUvFGo1GmdRkQVau6B13rIjBwcRhInYugjyAPLlDcnSmtPTExISIYfX19iMVi8Hq98njenLSUCwaD+NGPfqSZzASg+RvuAGxRAsV+tt/vl8BEwJGLJrR8nMpaVPkIJpMJv/3tb4WPwK4Cd3Ve8Nyd2etnH58MUfbl+TrLy8tYWVkRJ2qgSEdeXV1FRUUFSkpKsLCwIDs+TWkYDHK5nOgzsCtx/fp1kYbv6emRcoZAKHUnamtrUVZWhv7+fimJuJjWq/6K2WxWdtTLly/jmWeekZuEQUE1smGQSyaT0mK1Wq0wGo3ioA1A6N4Eban9wMyKqTpLlLq6OjgcDhltB6C5KdduBmsXAU1uJl6v9x4+RCwWE/yLN25tbS3i8ThSqZSIuaqdOIq+mkwmufGdTqe0H7PZrGSI9LZgi5ldJXpaPsxaF4GB9ZHP59OkyE6nU2bnmbb7/X6N2hOzg3PnzuHgwYNCZ2YpwHrt+vXrErW9Xi/cbvd9DU85+cZ15swZ6Y5Qofrtt98GoO3bA4WLg9N8XGQNJhIJUa5my7Gurg5AoTSh5D3nKHgjqCWCepOREw9AMxlImTYAkoLyfzph63Q6GI1GLCwsSN1OgEoVbeEFlsvlsLy8LDgId1PuelyUuVMFXblu3LiBeDyOTCajSWsNBoOoKi0sLGBwcFBGxnljqxOMLS0tMJlMyOVymucn0Utdqv0dAwRLBQCiL0mh39raWrS0tEiG4vf7NZgPs1EG5PuZ9TCYHDt2THNe1NamyWRCdXU16uvrpTwAINodqi8ERV9ZXvAxdLGmhDzxIF67zMJLS0s1Jd+DrnXRlfjhD3/40jPPPAOdToeqqippGz722GOw2+24du0adu7ciebmZkl3mTXYbDYRRHnvvffQ1tYmF+jNmzexdetWUTaqqKgQE46SkhIkk0lxKTaZTDKRl8lksHPnTgHhyCAEgEcffVR2+JWVFcRiMUGe3W63nNiqqio4HA7cuHEDHR0dqKiokJQ8kUjAYDBgcXER6XQaer0e2WwWkUgEdrsd2WxW3J+ojaDX6+HxeGA0GmG32yXl/MxnPiNqQO+++65QnwGIIhMXfSfp7pTP5zE3NycUadbq/Hui/LywLBYLZmZm5Ibr6OgQUIufrba2VjoIBDRnZmaQSqVw584dbNy4ESsrKzAajTKoNT09jV/96lfSQUmn07h27Rq2b98ux4kU62w2K1JnqukKx7iJqwDFWj4QCCCXy2Fubk6OdTQaRTabRV1dHdLptAj3VFRUwOl04tatWwiFQvB4PLBarZiamkI8HpfP29jYiImJCZw/fx4Oh0My1Wg0inQ6LYI4qsUesQeDwYAvfelLmJ2dhcFgwFe/+lVkMhkZV1cl4FdWVgSQrKiowMWLF7Fx40bcuXNHzis7R/xbdpMY6Omk/e1vf/uBuxIPV3j8f7Ru374tBjCqavNaDoHFYpHoyqmzEydOANBOwQ0NDaG3t1dGYklTJoAJQFMiRKNRPPfccxgfH9eQX9THs99vt9tFgZkgFfvWap+brM1IJCKfy+fz4fLly9i+fTuCwaAGjFOzAbXkUIek1iLpvHgIXPF52dYj1x6AdCFYQnARgOMqLS3FysqKBBHWp7zA6+rqpPxhOcH3R2BPZXcCwG9/+1sAkNchoy+RSEhKXF1djXg8jnQ6LWzVRCIhw1t8PI+NyvxUjxmPm/o9MzP+nMrTqjZDLBbD2NgYOjo60NfXh6NHj2panBSl4TwFrxMSp6hqTryHGSkAeR1enyR6hUIh9PT0CLDY1NQEv9+vwQ2AAoGJztr19fVSNnFxk+NsCLkLS0tLEtz+r1vU/f+xysrKJP3mWCxT+ng8Lr6C5H+zaxAOh2VMWl1+vx+pVApnzpyB0+nEkSNH0NPTIwBmW1sbzpw5I1L1DEJqanIUAwAAACAASURBVKh2QaLRqKhGq+1MYhRq/bl7925Eo1HRiNi1a5dcGKyvR0dH4Xa7hRHIC2/79u1ysXCikQj6Wi1CAJKVEMnmhVdeXi67KbsKLCeIvnMS0Gq1anAFdiNUZSe6iXO2gTugGsyA4gQjANkd+/r68Mwzz8DpdMrgD+tskpXq6upQW1srStR8DHEUdWSdQWMt9ZnPyUlNPg4oTnnyez4Xgz1QICtRx8NiseD555/XtFwXFhY0nSZiO2txKi51BkKl8nOcPhqN4sCBA3A4HDIVOT09jc2bN2N6elqIeQwOVVVVyGQy2LJli1jVEQvhoKDFYsH8/Ly0kQngZjIZEdx50LUuAgNQQG/b29s1PHIKZlAXkYv1teqQrWryt7e3IxAI4M0335R07aWXXtKw1HgyiSCrYpxrTzRvcLaw+B7vV2OSC6EqA0WjUYyMjGDPnj344he/iJaWFqHpss7lxUt9RpPJJHP6KkeBNx95Hqw/+bnpn1lXVyfYAQMFd71sNiv1PrsDDA5UcaJQLNuBd+7ckRSdtS0Akb/nzXj9+nVYLBasrKxotDPoTpVMJkUFms8FQIOtqAGHHA6V4s2gwb9TBVy4M3JqlbiDikGQ7szzRPAaKHAWyBZlEAS0eI0aAIk1MHNQO1E8J9xUyKVRA0Zvb68oLlEWYC19mcHB6XRieXlZsgeggD3Nzc3BbDYjlUqJ6fD4+LjwVfj+H2ati8Cg1+s1u67KIafMVjgcxuDgoEhuU92GX586dQptbW0a7buuri74fD4MDg7i/fffl8gNFNNvUp95c6lzBqRpk/bMSU/uNBRwUXkNQNFViks1mDl48CCAQlo8PDws3QpKwtHZKZlMIhaLYfv27UIlBrTU7nA4jLKyMtTU1IhhDwMNW3dqhkGxV2YHq6ur4sJMUJA0aIKPzCBYW3O2gkHm1q1bkvkkEgnx5VAVhsbGxnD9+nWN0xRQNKhRF0lPqqydSqtOp9O4fPmylBUU1+EiYAkUgg7t/7q6uqQTweEu1UxIzWJOnTolwDSX2WyWLIySdGppRxCaAYLnW908YrGYvFeC61R+3rlzpxCjeNNnMhk4nU6Zk1hcXMSFCxfwxBNPSLAg65KApMlkQjabxdatW6VDRZbsw6x1ERhU1hajObMB7uQcZAqHwxqhTjWgjI+PIxQKiaAsOQr0BaDGv/o3NOsgvqAKwpDJ1t7eLpx3oBC4aJ/ndrvvkeZWdw+gEChWV1fxs5/9DKOjoxryTSKRELYedRGBIuLPjEmt5ScmJjSy40S21edNJgsu00T4iVwbjUaxsWeJQExBJTUBkN+rx4r8Cr6WmqIy7WZngnoMHKlWywSqavF7oNAl4Ni2xVKw82MtTlEays8TK1iLu7hcLkxMTGBsbEwj4sIyoKOjAz6fT9J5uoqp51AdtnO73ejo6JANxG63S/ADirs/SwVeW6oTGDcVAPdcK/X19fI7DpBFo1FNwCTZaWpqCqdOnUJJSQlsNptY3VGXg21nkraot2EwGB6a+bguwMfl5WWRcKNjDw8wSwTu8CoLEihGZJJjyG0gVsEbiEg2U03Kb/FmU1uWQOEEvvjiizh//rz8nsGKhCqVHakyE9dSp5lCcjoPgBCyVONWYgxqWcELXNWvbG1txVNPPYVLly6hpqZGxDmqqqokiHEik1OcxAVUOjI7BTqdDqurq9DpCn7EBB550/Mx7AYtLCxIy403N9mafN9rF29QZhbES6xWK371q1/B7Xbjhz/8IZqamnDo0CH5DCqPQx2/VsE3dVH0Rg0KqluXSmAjNjU7O4u9e/fKZCvfr/r3xHvUv1fVq6xWKzo7O8XchwGAE8N8bW4+6qbn8XhEdclisWi4NGxPki37yiuvYGlpSaPS5HQ6UVZWJseKnQkAmnP6MGtdZAwcdCFARwyBPX91cTaCa9++faiqqpIAwhueB51z8sePH0dTU5N0OhgUjh49KuCmCkoBRdzB7/fj6NGjEhRisRiefvpp7N69W0RmVYxDTW1Jj1bp1apwC8VX1FFxoJhNqDMU9Ex0OBwyRDQ/Py91r/reSTZSMw11F1peXpbRXL1eL8GBGYKaQQAQtSRyG9LptEw3ApCMQBW55ecFIPgB3xsHsOx2u7zOxYsX72GWqtL6rPdra2vvCT4qy1IVmlUVpNWbur29XXCFYDAoylp8DdXYhp+jvb1dI5/PFY1GpSxQMTLe4JQt5IbGjJilsNPpvIdNGY1GJRiQscp19epVOBwOae0CxenKmpoa3LlzBzMzMwI0l5SU4Nq1a/e87/9qrYvAsLy8rAEBVSvyRCIhu7XH45HfjY+Po76+HolEQhBwpv4MLtTxZ8Q2m80aYtDs7CxcLpeAm7ygyYA8fvw44vGiBybLjcnJSVy9ehVDQ0MYGRmBy+USdWnqCaoglMq7Z/bAm0NtqzE9VgE2FUknck+mH2nNZWVlkn6qGAlbfUz/ucLhMHK5nKbPzVqUsxL0mWCPnIGCZQY1IRcXFzWj7arILc8fby6qV7MNSd8Mg8GASCSC8fFx/MM//IPoYPKzv/DCC6LGxePEY7K2RcrnZIBVfTG51AEloIgrqTR0Zhz8FwqFZOpxZGQEbrdbo8PI60n1qgCK4ixcqlwhMRmqPm/evFk6TVu2bBFOjdFoRE1NjeAKxJZMJhPm5+eF7EQZN7PZLDoMQAF32bJlCx5mrYvAwF3q4MGD8Pl88Pl8muDAEiKRSAh+YLVaBcXlY+hDoe7+DBrt7e0YHh4GUCwXOHw1OzsrprrqbtXX1yc3O2tGdhL42nv27BFyi2rpZrVapbxRgUj6PwD3yrLzomZJYbVaBSMACruC1+uFx+PB/Py81J3UoUwmk4KJcHaDz6si+TzmvHg5NKW2K/kzZgnkNPBrApW5XE7AY+7QgDYgANAY+pJiTOYo5x5+9rOfyY2jTi2Oj4+LzBtQmMbkIs7EY8lMhHMRD7rUCdd3331XzjWXGmC6uroQDAbFyoCLGxAzRFLniT2oQ3U0yg2HwzLVCkC+Xl5eFuVnFYObn5/H+Pi4ZHzEjIDCBptOp5HL5WA2mwU7Kisr++PsSvBNh8Nhuah5wFXw6OjRowCKTkE8uLzR+TcsF2ZnZ1FfXy+IPZ9PBfS8Xq8EGrZH6+vr5XvePKqKVF9fn/wNL5729nbZiYglqBOX/FugWBYwXWUbTfVJUP02ebOxpk0kCkamDHoUiuWFzQuQFPPW1lZ57kgkIq3fcDgsNSgXsYTl5WX5nYo/sJvBQKGyK1OplMxlqEGIN+3AwIAGoEwmkxgZGZG/j8fjMjrNdmEoFMLPfvYzBAIB3L59G+l0WrJCAFL7q5OnasnC8xGPxzEyMoKBgQFpMfI51L/lROJaOTh2tIgTEJ9QvSI4mt/d3S3kN/V8AFrNR5rGqK14NZg2NTVhamoKs7OzkpUZjUb09vbizp07Aqjevn1b7BTn5+eRSCQ0xDRa5D3MWheBASjeNLt374bb7cbg4CBOnjwptf3rr7+Orq4uGbDiCeH3rNvIaKRDj6pLMDQ0hM2bN0tASSQSOHXqFDwej6SFTqdTsgegeEGw1CFJirWkOuwCaPGFkydPAihY31EAlWl0S0sLwuEwrl8vmoFzZ+fnYWlz4MABWK1WvPDCC+IqDRQuxkAgAJPJhPPnzyMQCMjNQDScGIcKQKZSKbmpAWjMZtSpPM5XUP+RY9Gq3yVLCo4IU1ZeJSWtlYdnPRwOh4XyTT8Qt9stVngsu2pra8UGvrKyEseOHZPnY/Bci0usDQoq14IB3GKxoL6+Hp2dnTJHQ93Euro6ARv5P7sYvAYo88b3wQzB6XTeM47N/7nhqCuVSkmL0uPxIJlMYnp6GvPz8yLlxpkJs9ksZYHZbMbWrVvFdXt1dRVbtmxBZWUlcrkcYrEYSkpKYLFYpAR80LUuAgM1/bieeuop8YdgBC0rK5MoTbCmvr5eBpxYYlRVVaGzsxM+nw9nzpyB1+vVdB6mpqZgsVgkq2hvb8fp06c1UZsXEyflVJQZKNaPDocDp06dkrYlgTOy3sLhMF555RU4nU7JCnjBulwu7Nq1S3Y3Goyoj7FYLBgeHkZbW5uUJQxg1KFwOp3yWRgs1eDEz8JWaENDA6xWq3DtiS8AxdkI6jIYjUbBG6gjqKLbLD04y8FuBd/73r17NQQu8isItKrHnPW9qoK0Fuhbq++gEqX4WYFiUKVkGksysl/5OHapSJFWiW0dHR0aG8KRkREhRJGzoPIg1OtXlSfkdUGOw/79++Ux4XBYjgE7EGvJd1NTU5qgyk7R7OysBOgtW7agpqYGi4uLcn4476LOxTzMWheBQa/XayYamWJyCOZ+qrlut1tKD/IagMI8fCqVQl9fn5jZkqdAmy/WpRyQaWtrE37E/ezIyVyLRqPyN1zUe+BjgGJ9zH48268ul0sjDhMKhVBZWSlWcgS2qO8AFHZLFbACtDMjassLKMrc+f1+DXefmQnVjKqqqiQQrF3UeSRoqgqZsIPBC62srExIUaurqwL60dy2r69PNCdI5GLGQECVWgrhcFh+pwYBMiaZUbGlyxKEmRWt+mjgQx4FoLWpY5CniC3PD3kOvb29ctOTqMTPpZ5ffs2Ng5ObqoisuqGoLXh2JNiSJbaglnl8bw6HQ0rFaDSKxcVFtLS0yLECigzRO3fuiM6F2WzG0tKSEJ0eZq2LwAAU/fd4kHhj3LhxA8FgEKurqzh37px4T/BG4AE5duwYZmdn8eyz/2977x8U53meC1+vYJeFRbALC5iwlgCZBWThUWg4yHJRquiLnE/YsdQmrr4488VWamuaxD0napvjzNd6/LnTmcYztjN1Ot9xOsWJp21kZVrsxKiyHVVnzGckhRhjgYUWJH5jDIu0C9pll5/v+WP3uvd+F2xLJ46FZrhnGHbffXf32fd9nvu5f1z3dd8tbkRjY6Mw9HIh0S8n0atOieo+ASTJCAaDMpbVCrvIKMUdnVFpcgQ+8sgjaGpqEtozAKIcGMVn6a/b7cbevXvl/UDcstC1IExjUogMpUvF36dTcxUVFQKcog+u297rXYYLnDsNlYjORvBcPmdcgp/D72hubkZTUxMGBgbEkujv75fmMBTiIchjSHo/AFJfwhJ0tzvZq0KXVevdnUJricK+ILy2vGaMO01NTeHAgQMrepQCVvYpKhfe69Tv1LD61OzEyy+/jAsXLkjmjN/vdDoF1pyTkwOXy4Xt27dj165dAOJpSKIcc3JysLy8LFkam80m1ZUAJKO0uLiIjIwMZGdn/+4Ug2EYaYZhvGMYxquJ52WGYZw1DKPPMIyXDMOwJ45nJJ5fTLxe+nGfnZWVJReJVkE4HMaWLVtwzz334NSpU/jFL34BAJILDoXinYdpSnMSEEbKBax9XcYhtKmugU00zXUNvb7JmnhFt80jaImmJv8OHDgg9OTj4+Pw+/3i8+tUJdNVwWBQKu+0S6LHrpGa2o/mmHQPREKz29vbLfl5UrLTMuCCpmXAlCV38uzsbOTk5FheY4yCboe2PDhBt23bhlAohP7+fukHQYXASkUWkFHo9+vnLIjitdGKkWCtqakpYbBm4FC7ojTl9SLmJpPalJbnkD1b98NMJWkZGBiwWJcU/bigoEAsD1qcGqUKxFO9utt7aWkpcnJypNKSWajR0VFJ7zNozzoOwtojkYh0TWOdS6ob9nFyPRbDfwXQo57/AMCzpmlWAAgC+Gbi+DcBBE3TvA3As4nzPlIWFhbkQkUiEZw5cwaXLl3Cv/zLv+CFF17A7t27pYdlVVWVTBydKjpw4IBYAZo7T+MjmHqkcNLQFL1w4YIsLKb9dD0Ezctnn31WSFuAJDaBwT7NHEU8A+s2NMbA6/WioqICNTU1QgqiwT/19fXo6+uTsdNl4ucwiEoKvFQSUx1t13DkcDgs5j/jBFzYi4uLSEtLg9PpFA5Emq+aNZouha6poJWhUYrEZtD6cLnixDA6Bct+EuwuxXsSDodFeczOzqK/v9+CmuS53M1JHR8KJfkt9aYAWDME9P/ZEerAgQOCmwGSKUwq1VSoOyslU90VzahFEhpaiX6/H7t27RJlRBeWLjOxK8SIXLlyxYJ+JN/H4OCgpCfJaxEIBKQRMdvTAbBYhdcqxrUEJQzD8AL4KYC/BXAEwL0AAgBuMU1z0TCMOwE8YZrm3YZhvJZ4fNowjHQAHwAoMD/ii2677TbzH//xH+V5KBRCU1OTmHSaC6Gvrw+NjY0CnebiT23BpVOYqenMiYkJtLS0WCL8GjeRmmKkr84x6MXHiUL2JgBy/r333osXXnjB8ln68z0eD9rb21FXVye8jmRsIozX7XZLHOPOO+/E6dOnAcQtK/qejJ2cPHlSfm9PT4/lM/QYent7MT4+bnEL6EaYponc3FwB1gCwwKaB+G7PWgu6Henp6XA4HOLXMjMBJNOADDoCsNROMDNB0efrZjvskbl161bx+X0+n1gjPB+A5To+8MADlnvJaw9gxb2k26ZjQz09PStqL6gkUt/Pz0xVEjt37rRsZLyHY2NjQsDDe1laWmqxVKPRqGSVotEo8vPzBfZP62HTpk0YHh5GXl4ebDYbzp07hzvuuAMLCwvIyspCRkYGHA7H26Zpfg7XINeqRn4I4HsAyMmVDyBkmiYdl1EAtP9KAIwAQOL16cT5FjEM4xHDMH5jGMZvCDdlJHliYkK6M+nqOZ/Ph8bGRjEnuWMCyRgFH/O9ra2tePTRR6U7EBGUVDoseU29adxF2CuTE4BjYZep9vZ2yVkz4NfV1YWGhgZptUezlsL2eLQkgKTSoLnMBU1lQ1AThcU2VAqRSESIcVnso6PZOqVXWFgoSsBms0kgkYqCoCWa+DrVRQtBuxDMbLCLNrEIrMAEkq5DNBq1ENWGQnHa92g0KhBr1nPQamADHSCeoqP7MT09LZkJWhu0VvhbqSAYE6CLxxiSzixoCYXifSN37NiBnTt3WmpVeA+56AcGBoTST28enDOci3qOApBO4kC8qS6tiGg0io6ODot1w74olI6ODly4cEEYyJhlorI9c+YMcnNzxXrQLtS1yMcqBsMw7gEwaZrm2/rwKqea1/Ba8oBp/tg0zc+Zpvm59PR0nD59WiDPupCKVY2kkdc/kOak5mTg/6KiIvT29ko1mq6C5M0tKSkRBCOVA3dXBqp04E8Tv5IGDoj77fQhPR4Pdu/eLZkETgqOlWkxmpacQBUVFWJG6h2evzMvLw9+v18UGQBhqKI5ygIcsk8xNclxUPFOTk4iLS1tBdyZXI/0SxlD0N2N+D5tAOosBXEj5H0AktmZrKws4ZqMRCIr6h0yMzPFFVlaWsLMzIwF8h4Oh4UqDohbOtPT01JZmCrMDrS1tUlvCGJSdFyG943zgP95vRh30rgM3Rg5HA4jEAjg7NmzsgFQYTDexI2GSE5+j9PphN/vx9tvv42JiQnU1dWJgiD+gb0pJyYmkJmZicuXL0uFp+Z4ZK9KII6d0W7zhxWdfZhci8VwF4AvG4YxCOAogC8gbkG4Eq4CAHgBvJ94PArgVgBIvJ4L4Ao+Qhgx5eLUi50X5r777pMAEoNGtC54w3RAbmJiAg0NDbDb7XjxxRdFoTB9uWPHDnR0dIgS4Q1jrQN9Tx5L7Xuoo/41NTVCE85dQgeceC4DW2T/oTnKHSYUihPGDgwMYHR0FAcOHJAJnJWVhcrKShQUFMikYB1Ic3OzWAc6cHro0CGZoCRt5QLNzc1FTk6OlGNrZJzGOMzNzWF2dhaGYQiJiw5YagURi8UsHcLYvp3WwdjYmIBtnE4nuru7hSyGfjL7JTD3Pj09Dbc7zjJFmDAAAWnNzs5K/0pgJccDO4+7XPFeHD09Pejt7ZWsVuq9JH8H7z13eSJyXS6XtAIAINml9vZ26Q/C7wyHwzIHtPXQ09Mj81uD6RjPYSBcl18PDg4KixMb2rJWBkjS5wPJYKTX60VGRgbm5uZWsG19nHysYjBN8/umaXpN0ywFcBDAf5qm+QCAUwC+kjjtGwBeSTz+ReI5Eq//50fFFwDIj/vlL38p0FJq1IKCAvT29iIzMxP79+9HMBiUfhIApP8fEI8haNDMxMQEHnzwQUv8gQtbR7apkAKBAB599FEA8apNIK6YaDXQtdDmZ1lZmbgRjHr39fXh2LFjFihuKvyWk5ETh4VafN3r9QpRTCgUkuh5cXExNm3ahJKSEkQiEWzfvh0PPfSQ5L2pAMk0xZ1OU53Rp7fb7VLvwCxF4p6LtUC8PZB0NXgOkHQzaHEwaMa+iUSdZmdnS9A4OzvedHZmZgZpaWnS/Up/XmZmJtLT08XCoLB2g/UDrMxlmvODDz6Q39nb24uamhoMDAzgBz/4gVyXgoICnDlzRhQ0xefzwePxCCYlFdqulXldXZ1ca5fLJS4LO2fxd2phqf2BAwcEtcp5TJ5Scizw2jHm4HQ6kZ2dbam0zMvLQyAQQE5Ojhw/evQo8vPzJRB5/vx5LCwsWJocXYv8NjiG/w7giGEYFxGPIfxT4vg/AchPHD8C4LGP+yCHwyGIL/qCzPsyI9DZ2YmXX35ZovMulwutra2CDeBN0l2AKDQdqcl5jIFLXSZ79OhReDzxdvW64QcJQOlCpIJcAEhPRgqhuIyiM9iZmvemmcvsBicZszDNzc2y2/LzN23ahNLSUgHFsNqUQSvNTwhAKNJDoZCFIh1Ixg1Sn1NRsMelw+EQFCQtBwAWhUISUlqBpJRjdmJychLBYFDcFw2+Ib09RRPFMJYRjUYtHJRkhaK7w6rT0dFR6cL13nvvwe/3S5ZIByC1Jch5wCwHXVndmJjkLYQ3h0JxJi5aZAMDA4LgrKurs9C5UVHr1HgqPFpbwBTGV5i5YPGczWZDJBLBpUuX5HOqqqpw+fJlmbdUJnouXItcU1bidy1er9f8q7/6K0tKiTEBDe+trKy0RLrPnDljCRrqxa4Zjii6KIbAIB39dbvjZBtHjx6VgqVUHAMn0qlTp1b4yI2NjWhra8PLL7+MLVu24PHHH0dTU5PsMkBSieiMAbMtOragz6+urkZVVRUqKytRWloq1YxZWVkWU1QrOb6XCkdXK+pUIBcQkNz1dYUlkEx3feYznxGzn3EAAGJVEFRDGDWBNWwMQ+uByLz09HQxj3kOFQgXZ39/vwQsaSnQ/VlYWIDD4RDzmnEG4ieIluTiBJJ+u36us06pcSRN0+Z2uy19NDRhTCrhLCn4Wlpa8N3vfhfBYBDHjx8XCxOAJX7FuBqVAsuvWYfCsR49etRCX9jR0WFhK//a175mmRN33nmnuC633377J56V+J2Kw+GQhawXLhmY+BqVgtaOdD3IB0n8AmAFqzDXT+Gi5ERhnQODkRrkwjExmg1A8PV6zHyPYRgW14FpSUbBW1tbEQ6HcejQIQvtFz9DA5OAuEKqrKzEm2++iYmJCQEfORwO3HnnnQCS6VbdqxOAKAUN0yUy0efziUmeqhR4TP//4IMPUFhYKJkHZjSoQDSmQXdCIm29dksyMzOxYcMGcScYwKOyOX/+vACxdAEXYxLsJk2lwEAnrarJyUlL8BVIKgUGfLng6RoySMgqTADSh5P38fDhw9JKkIqHrgOVmm58U19fL1iGuro67Ny5U6ozGb+gW0Hh/NV1EidPnkR+fr4ohbGxMbGO2VKvt7dXQE9cFz09PVK+fT2yJhQDRWcE6F9z4gPWugAGHhmk8fl8wnDEczWTkL7wwWAQZ86cEdKWhoYGATLpsZAEtre3V/AB9DX37dtnGTPPB4D77rtPYNoDAwOSliRaki3Hdu3ahYcffliYlvk5jBVMTk4KhiEcDgs8dn5+HpmZmbhy5YqYmUA83sKoOCc7dz1NL8dIOr9TA50oWlFogpbh4WHLMQKd+J5U6LTNZkMwmGzUwonL7Id+TuuCOH8uCloHdDU0sSkb5SwuLlr4GHw+n/QvBWCxyOhCaKUxNTUlyoDgs66uLkxPT0s6kgo8GAyiu7sbtbW1UpwGJMFj1dXVK4BV3/nOdyzPKb29vRJM5vz2+/3Ssm5sbAzZ2dnYsWOHdAInUxTXSE1NzYoqYM5txtz0PLkWWROKgfXkAAR1yAnMQIuOIms/HkgScWp6Nc2foLMORCsyr0xro6SkREw7Rv7Jn0jtThIZluAyE0Hfk7Jz506p5OMYtCnPrkr03QsKCmSX8Xg80lGpvr4ezc3NAJJmOIk5srOzYbPZpFo0dZIzSMrrobMpHGsoFFq1C3Kqe8m4ARcoy7BTSWR5rsZF5OTkYG5uTsBQOTk5SEtLQ2ZmJtLS0sRiITKSyoCNaAi+mp+fR1pamkCENXQdiNcHsFCMsR3GiKamptDd3Y2ioqIVNQycD3rBUpF6vV6kp6cLAU5RUZEEu7XfT3G73bKL62BlMBjEj370I8t5XNQMdlORcMPTGTf9HRpgpS0Zj8eDb3/725iYmEBra6tQA/C36s+4FlkTioEt2zXtGl0Ims9MYZJ8RUOeA4GA8DzSvaDoHd3tjrMqud1uPP/88/jqV78KIH7hTp48KReSqUzN/VhUVIRDhw5ZfP/e3l7ZiQmq0UAiNi/RPi4Q3+XcbjdOnz6NkZERS19DUoxz8fKmO51OWRRsTksCWI358Pv9GBgYkOAYJyh/p8/nk+AmYM00rCZ0FXTDW6YVudi1xaCDkqZpiiLkdzFeAMT9aIfDgcLCQkuDXWYp2LCVlgkQVyDRaFSYrkzTtLSro5vj9Xpx/PhxC/ku7297e7ul7uX48eOy2bS0tAis3e12SzZgYmICzc3N0pmKMRHNcM3fyEyGnoPEUADJzQ+I81yePHkSoVAI+/fvF4g7aQtZVMj4Ay0Arg+63JzDoVBInpObJBqNfqpZiU9MdF8Jvah1tSMAUQbUynzd5/OJa6BlNag0paamRhigdY0+EE8dtbW1WTIPOoWq2YH7+vqEc4CfcezYMYkPuN3xDt66Y1F+lZH5UwAAIABJREFUfj4GBgYwMTGB5557TtCOOp/OdBh94bGxMUuqihBlTrCenh50d3dLzprdsLq6uoRqTjfBBWBJV1JSgUs8phvdzs/PSzWl7mBF5cH3asWhayy4ePUuSSHOgX+RSAQejwc5OTnC6WCaprhBubm5iEQiEnMgLyYJcfTv7enpwbFjx+ByuQQrwu8Oh8MYGhpCVlaWxdIjVX1vb+8KAt9Uy1VX2QLWrIcW7bJqKP7w8LB8Jud4SUkJnnnmGRw6dMjC2kUhkpcpTpfLhdraWtx3330oKirCli1bkJmZKQxQ1yproqnt008//cTf/u3f4vLly4Kce+edd/DFL34Ry8vLcnGHhoYk+vvGG29gw4YNeOeddxCNRrFnzx50dnbiz//8z/Gzn/0MTz31FLKzs3HbbbdhaGgIRUVF0uiWSMh33nkHXq8XLS0t8Pl8iMViEsiiGRoIBCRgxvTgyMgITNPE5s2bMTIygszMTOED+Na3voVLly6hpqZGFAsBKW1tbQiHw/i93/s9ZGRkYGRkRAJXFRUVaGlpwf3334/m5mbs2rULIyMjuHjxInJycjA4OChmo8vlksU2MzODCxcuYGRkBMvLyygqKsKGDRswODgo73nrrbfwD//wD6ioqBDui/r6egwPD2NgYGBFfEFLqgWgg4tUCqmyWiCTn7Fx40ZEIhGUlpZKzcXS0pJkJ0KhEDIzM0VhuVwuRKNRS/CRymd0dFQKjAguCgQCiEajqKysxF/+5V/iK1/5Cp566ikAcQDW8vKyNMYdHh6WcuX3338f0WgUV69exeTkJLq6upCWloY/+qM/EjeHJCkOhwNf+tKXEAjEO62///77qKiowJUrV+B2u/HBBx+gpqYGfX19UgR16623Ynh4GH19fTh37hyqqqowMjIi5L6RSATLy8vSG8Xj8aCyshIsF2hqasIXv/hFpKWlYWhoCF6vF52dndIA2eOJN0OuqqqyFExFIhHYbDZ4PB48/fTT19zUdk1YDAsLC9IPQjd1OXr0qMQW6OPTf2L5NdNMZ86cgdvtxpYtW/D000/D4/EIipLxBQ1WohBrz9QkYO0epPPeTU1NFrNfV81ReTU3N6OiogJ9fX3izzPQRYJWwEocwsyBz+fD888/j23btqGtrU3YorU14/f7xZxmdoLWi+7iBMTz8X6/X0A/GzZswNatW4UurKKiwsL5+FGLnMKdfzVJVQjayqBCYTaFPm9WVpakS3WDXafTCY/HI/BpVmACwO233y6/j+zI/D06S9LR0SExGAai+b26HP+DDz7A/Pw8bDabELwQe8EYUmrVqq6UHR0dlTiGDnbSFSAJMVPF5PMEsKLit6qqSlwAWrRE8RLE1tvbuyJVT4lGo8jLy0NeXp4ozdQmuNcia0Ix0HfmgtTKgWXUqX4boaNAPNjHC3z48GFpVEvzf8eOHWhra4PP5xMFoW8GMwZAPBhF5GJLSwsOHjwonaoZK9BltYx2T01NWXLUfK2urk5SSTqVSMXB5wCkBJukLbrhCsXlcuHy5cvSRn5wcFAUJNvcBYNBqScg2pATY3l5WRijGxoa4HA4JICYSgyrhYvdbrdLVmC11Gbqe2hZEIOQlpYGu90uv4soTI6P7gPHrGnjgCRegIudoKmhoSEA8c7WdDXa2trwzDPPwO12i2um2bLHx8dlHKwS1a3qgLjyZ9pbg9AoU1NT8rrL5RIWcOIonnzySfH56d7oTaivr28FsSwDj3q+M6ioXY9UISsUaefz8/MxODiIK1eu3JyKgea07gwEJKnDuSNXVFSIia97ALI7Vao1wEjymTNnpA0Zbwij1RoNqRcorYjOzk7pN8kxUXQmoqura8XOAqxMkwUCAXg8HvGRdYkuz+ExTXiqG9lGo1GYpomMjIwV6Dl2QWbh0q9+9Sv85Cc/ke5SLO+tq6vDnj17PpTebTVhOvJa+iBqq4HKIRaLWWjMNV2abibDRrzsKpWTkwMgGUgmXqChoUEeb968WepAbrnlFgAQohZ9z7jjAnElAiTTtenp6ejt7cXQ0BDGx8exe/duCyiOwvula1CApNKiNTI2NoZnnnkGoVAIBw8ehMsVb7tHC5Gdr0pKStDS0mKpAOb3klpAl+yTR0IX/m3fvh2ZmZkCn+Zvo2t2U3I+OhwOuFxJGnhWRgKwLGQt+ob5fD709PSgtbUVu3btErwBLzLBS6x/0J+ld2Sm9/r6+uD1emGz2dDc3IznnntuxXcDEGYiUpe5XC5Z2KRtT63bJ4PT7t27xfLQhTanTp0S0/Pxxx+XBrbhcBg9PT3w+/1488035Ubn5eVZSowZ0Wd3qpycHHz5y19Ge3u7FEexYIrpUl0nQfkw64Gox9UwDhStFLRrwbjBzMyMxX1geTZ3WrvdviK9RhAUO22T0Wl8fNxSwg1AeBkYjKO43W5MTk5KWpQLmczYTqcT4XBY+jXwPfqzU6thSc/H17VFQTfY5XLhueeekw3n1KlTlr6kR48elU0vlSMyGAxKMyMgnjUJBoPw+Xyora0VluvMzExpbkvrZHZ2VhSGbml3LbImING33Xab+Rd/8Rey+2n/ixgCuhdc9DTHCJ1Opehua2sTF+DIkSNCmMJdnqg1EouWlZVJKoo3mpPq7NmzKCkpwezsLAKBAO655x7827/9GwAImWlxcfGKrkepEWnCmxmn6Orqwv33328hVWltbcXy8jI+//nP4+///u+Rn5+PBx54QNB8jY2N8Pl8+PrXvy6Vc2+88QaampoAAK+//rrgC5xOp9RnFBQU4Nvf/jYyMjLESojFYti8eTMWFhYk+EVh0PGjshQUXbat38uMBL+PdRbp6enYvHmzRNhtNpuAhKgYKPPz85YCMC5Ar9eLyclJTE9PIzMz06IANDyZ/nxFRYUwPPF+A8Crr76Ke+65B62traKQdAs8zjV9XwcGBoRcR88pyuTkpIVKrqKiwmKZ0n1yuVzYvXu33B8teo739fWhoqJCLOKSkhLhrOBvzcvLkxqNoqIizMzMSHWm6p15c0GitdASSG0y29rauio+ge3gCHVlmo5BvoqKCpw5cwbBYFDasZPxZ3R0FMPDw9JijjtWd3c33nvvPeH7czqd8Hq9yMrKwtzcHFpbWyUHr7n3GGDUpit3mPb2dosJymazQFzxEO+QlpYmO/rg4KDg3mkms9P1G2+8gaWlJUsDFwa/srKyJF340ksvSb0Gm8iQD3Bubg4Oh8OCP0jNQmjRVoQ+L/U1LTqNycKnpaUl1NTUwOl0WvgdqRRoQWjSWO6AXFC0HoiUHB8fx7//+79b4MhsXKN3cVoS3I3tdjtOnDiBy5cvY3p62qIUdKkyLT9uHhqwRsuEaNLGxkZxYchBCSQxD9nZ2bDb7bj//vvFpSAqVrstbne8XWJjY+MKpQBYQW86HTkzM4POzk5kZ2cjLy9PUKPXI2tCMcRiMbEW2B9CZx7a2trkwhAIxcWnLQcNLCKRKxAPIDFnPT09LeknIG6iao2vTVwgOZE4MW02G7Zt2wa32w3TNKXNXU1NjWDWgfhiT508rMxkmS6rR3VgqLGxUUzKF154AY899phEtxmMZBDq3LlzOH36NJqbm1FTU4NoNIra2lo8/PDDKCgokOpFumasimRm4dy5c8IYnSqruRYa1ZgqLLRaTanwsS6XprvE38VFHw6HhXiF2QHeF+7mvC9A3Cq4evUqYrEYSkpK8NBDDyEcDsPlckkcivdhcnISfX19lnZ5xcXFQkbDZr1cnNnZ2RZCWW1xdHV1ycLXC9rr9UpAEkgCn2id7t69G4WFhWhsbBR0akVFhaVepqqqCrW1tVLoBySDyGxOQ+YukriwopRZiDvvvFP6XV65cuXm7HYNJAOOnPg0rS5cuIDq6moJQgIQn4tMSIA15sAyZgDCGMxgHAkugPiNp1/pcrnErWBhzuzsLCYnJ8Vs46SkOQ/EbzjLe3W1pc/nQ1dX1wpM/mqAF77v1KlTsuMT/ciO1UCSEZkyNjaGiYkJoYpbXl5Gd3e3gKtM08Tc3By++93vCjcij1EINWbZcmo5dSoxCz+XohUB+ySmuiB8nedkZGRYAqtMORIByXEBcUuJ98But8vvp39fWFgoYxsbG8MLL7ywouqVMR4ySAGQmgpaKXa7HUtLS5Y2gLQE9PX3er0CaAMgGALex9SSaSAJoCO2hcqCqXDOJQ3G020OdFEgAGFCZ18MIAnmCwQCUkPDzATHfj2yJhQDqyu1hqQ7wUVFboJURKLP55MLy+pHNnbheaFQSIJWJCqlJcBJxAk3Pz+P4uJiMd2zsrLQ39+P2dlZdHV1weFwYP/+/Th06BA2b94MIK7FH3jgAQuSDkjuHtq60VYEAGkwo5UaP4OmrC6yysrKwtTUFI4fP46mpiYUFRXh4MGDOHLkCEpKSjA+Po733nsP2dnZcDgcWF5eRmVlJb761a9aKuzIqUiWKyqH9PR0S7k1qygBq6JYDcT0YUoBsAYiw+GwJTsxNjaGxx9/HC+++CK8Xq+gI8loRbxC6qLj/SOo67nnnkNXV5fFItB8F0DcEpyZmYHf7xeuSO6yW7duletMiy6VqYmie1zQSqSkKn+NbKWLS/eXz3t7e1FSUiKt+PiY8H/CormRkcClpKREQHMAhNWJm9vly5eRl5d3XQ1+gTWiGGKxmNCysUosGAxatCArx3Q5NGBNH+ocr6bSKisrQ01NDXw+n+zAtBDIS0AqLAa7mPLTVGFlZWWSBmIXIZfLhVgshq997WuWgBVNTI5Pk4gyZaYVhv4d8/PzMun43G63W1iaOjs70d7ejtbWVmzduhV1dXU4fPiwUKOFw2FRXEVFRcjIyEBnZyeuXLkiTUgoDAhqmnHtSqTSj6cGGfX5JInVos+j2b60tIRIJIK0tDRcvXoVzc3NKC4uxtNPP22pe+ju7obf75d7od0uXtPGxkZs3rzZ4suHQiGxJkm4q0luuOBoidC9I7Sdi5sKAIBFMTGFTDeTVkYoFBKaPgrPYSxB41cYS+PmxirgSCQi/UZoMdTW1sp9KyoqEheioKBA+k1wzhAbxG7ZNyVRy+bNm83vf//7lugvSVroIqSCm1IbhgKQjIQ+t6enBwcOHEBra+uqUWR9s3t7eyXV1d/fj1gshlgshvT0dNxxxx2WKDDNSgCCdATi7d7Zxh6IT9Lu7m40NDTI9zJlBmDF52nsPsE7dGFGR0clOBcMBkVhHDp0SCDX3d3dcpx0Z3a7Hc8//zyOHDmC+fl5DA8PwzAMDA0N4c/+7M/Q2toK0zSlpwSLpGhF6MYyRDECWOFy0FVgLCKV8IWvOxwOoWSrqKhAZ2cnbDYb7rnnHpw4cQKAtR0hkCRFSSVE2b17t8QN7Ha7heBFE7709fXhiSeewLPPPivwaSAOcmJGiZkLZhV4zb1eL3p7e1FfXy/zR2exDh8+LCXvutJVP9fzmKlJxsu4Aba2tuLee+9FKBQS6j7C8DUbuC7sKi0tlcW/sLCA4eFhaYAbjUaRk5MDm82G2dlZFBcX31xZiUAggLvvvhs7duyQiwWsLImlya2DSrQw+JgWBjtNMz4BJGnby8rKBPqqW8/Tr+3v75ccP/P0o6OjuHTpkqU7dXd3t3x/b28v3nzzTczPz1uUAs3hs2fPIhwOo7+/3xJA052g2SVqcnJSouuFhYWy4xEhyN2NZKvNzc348Y9/jLfeekssGBbTENevKcNCoRAWFhbQ2dlpuQ8ZGRmSUtRuARVEqqXAmIRWAlQaq3E7UHTnqf7+fgEwESyUih3wer3w+XwS66HSpKvGa0wJh8PCcVBWVob+/n5UVFTI4na54n0rQqGQVEmy2I3XiNYG72F9fb3FSgCScY6WlhZ0dXXJcQYm9W8hN0RjYyOAJD6HZQATExM4ePCgoB7JxzA4OCguYHZ2tnQ3ByAELFeuXJEgZCQSQX5+vpSFT0xM4PLly9ddRLUmFENaWhqee+45C29Cal63ra0N+/fvFxruHTt2yEJn1ygAErgMhULYsWMHAoEAjh8/vgKRyJp9VuyRm5HEG5z0aWlpWFxcxMzMDLZs2YLy8nIAyaBjMBjEsWPHJEUYDoeFXAOATGS9GDixtdWhz5+fn0d1dTUmJycFZquDjlwwmZmZsrOSJHVychJzc3Piduzduxff+c53sH//fjz++OP44z/+Y/z85z9HW1sbmpqaLLgB0qdpzAGrHHXsgZIKpdZ1FKtlNbRCicViUvMBxIFT4+PjFpdl27Ztcl0Ia2YGgzESpnp5ndmtisxYDOACyUA0iVzYm4LzgVJYWGipddBl6ql9QHRZvQ4ycrxA3HJgt2zNj8HHBEKR15MEMHl5eXA6nRgcHERpaSkmJiZQW1srG0kkEkFPT49kKRiUJGRey2pcqB8la0IxMKD2yiuvWAJxjOgHAgE0Njbi9OnTAodmi3sK6x/IxMTJrqPAtCp0yW1dXR0mJycRjUZRU1NjabKytLQEj8eDLVu2wGazwev14r333kNZWZkokN7eXvT396OrqwsbNmwQBuTz58+L5TA8PCyWANuKpbZwY+S9vLwckUhEKjFHR0fR2tqKsbExnDhxAl6vF3a7HdnZ2Zienpbdsra2Vq4blVlZWZmUe2dlZWHPnj343ve+h127dsHpdMqEnpubQ1paGmKxmCxuAqE0MpKvcYGnKgwzQRibGndIdTlI+EIsBV0VKjcAYtprU3xqakrIZMfHx2WBAxAFTyXAIjS+Njk5KQqV8QcG6ohpSYU+MxZFS4GBTCAZGGbsgApMu6lUBJpFmkJreM+ePdKEGYgzpY+NjaGkpAQ9PT2SOXvttdfwzDPPoKCgQPAL/H4AEpSkCwFYqeE0E9q1yJpQDBs3bpTek8BK+ivu9uyyxEKnyspKKaZi30ayTdfX10sgRwf5WLasg0NMYxHaPDw8DLvdjrm5OczMzEiJq9vtxl133YWBgQHZwbOysnDfffcJT8HIyAgcDgfm5uaQnZ2NoaEhzMzMyISNxWLIysrC+Pi44BJoJXDX4wQtLy8X/oHPfvazCAQC+NnPfiYIN7aS8/v9wjjE96Snp8Pj8WDPnj3Iz8/Hhg0bcPnyZTz11FMIh8P47Gc/i4MHD4pCWl5elspHINmNinGFhYUFsSZI9qq7UWkFoR+vphTI/kTlQuZnKgleA82ANDo6iq6uLmGSys3NhcvlkozNaixH+jlh0KOjo9i2bRv6+vpQWFiIbdu2iZtCzAKVEYPItCYpVCo6e0SOh3A4jK6uLos7MTo6iurqasHXAEnrgkqA39vQ0ACXyyXANl03FAqF0NnZKdYDELc2GITcsmULAoEA/H6/sIePjY1dN98jsEYUA7H2JGJJLSdNbfYyMDCAjo6OFT+YrgUAgUMTQKLLYbmIvF6vQFW1j8p25FVVVVhaWkJraysefvhhoaovKyuTQJjX65XvJD7g4YcfxvLyspi7S0tL2LZtG4aGhmCz2cRyACDFQvR7x8bGZGEwBrK4uCguChAnmeFE5Q576tQp9Pf3r2AZBiBBqc7OTiF9MU0TmzZtgs/nExcCSLo07DWhyVhWQ0cS9rxa92zKh6U4eSwSiVjSnHa73dL1m/eHPSzZsUoLkam8Jxq1SKtKIxqpkGk9EC+R2gmMpLJAEqiWmp7UEHqSwepAstfrlZhCKvkvi63IUuZyxdnPeT4DjXv27MGTTz6JkpISDA4OymvcTADg0qVLAOKBW8aPtm/fDuD6OR/XRFbitttuM7/5zW9K8JDt3QBYsg9AkloesIKaAFgKUABrw1LWKJw4cQL19fWW7EVqPwGXy4X29nbs3btXyGBPnTplaWqaulucO3fOwmWYnp4uTUsvX74MwzCQk5ODxcVFScfR5NeUXzabDeFwGLfccgsKCwtRVlaGlpYW2Gw2FBcXW3ozlJSUYHJyUroykY59fn4etbW1qKiowKOPPirjCAQCOHnypEy6qakpvP7669LUJRwO4/bbbxfTtr+/XxCPy8vLyM7OxtWrV0VZxGIxmKaJ7373u2hubsb7778vrzEzoZWCXvxZWVlIT09HLBaDYRhCgkJ6N7qCvCfM5HDx6IUIQNLOuqs3Fz+bzrDkme9lxoFZJZ01AOKYEu3KMN5w9uxZZGVlicJgRuTBBx8UF4Y1EFNTUxJU3b17tyVzxlogbY1wbKRwKygokBhD6uL2+/3Yvn07BgcH4ff7cffddyMnJwfnzp2TDtpsmjsxMYEvfOELN1dWIhaLSSMZjUXQpdUAxAxLhURr14MxiNRgIyssv/71r6+oZyCAJhwOo66uTnabEydOYNeuXULIuhp/Iyfgpk2bsHHjRhiGgdzcXFFYNpsNt9xyi5j3n//854UElUqBEG2n04nCwkLccccdMsEHBgawdetWqczz+/1y7uTkpLSF4w7OJiyhUAjt7e0YHBxELBZDfn6+kIBoYti9e/fKhDMMA2NjY9iwYQMuXryIjIwM2eENw0AkErFkKfi9//zP/yymrQ462u32FfgI/V66ExkZGcjNzUV6erqlgEqDmnTFZCo4DYDEF3TLet4fZhK4kdAq0EqBc4IFeVNTU2JR6A2IaeJUqyQrK0uUQnZ2ttTIaG6Mvr4+QTKSMwQAXnjhBfz+7/++JV7AOAIDisxOZGZmSiyBwlaF0WhUrIZwOGxpmqs7tF2LrAnFAECqKEnnzqittghIpc6aiqqqqhVuBzEQ5Nuj4mCgkt2I3G63BJwYGMrOzsapU6ewe/duKfP1+/1oaGgQDD13lsnJSUtAadu2bUJ6Qow/gVOFhYVwu91YXFyUGgE2WQmHw7IYotEodu/ejRdffFFiGPyeI0eOCJvT7OwsHnnkERQWFgo4aWlpSVyZQCCA/v5+lJWVyYRg4ZjT6ZROWmyZNjMzg4WFBTzxxBOorKyUhjDsH6lZmIC4Il9cXBTEIRULf4emf6Nrof/oegAQ68nlcknXKl1GzYWcGrClUJlToRPhyvShvr8UXWgFJHtvuN1u/N3f/Z0EBmtqalBWVial9bQyUnk/+JwuC+MMDETu3btXfosuCuTz6upqvPPOOwAg1l1RURE2bdok1AGkvuO1zszMlBjb2NiYuAxanE6nuBvXK2tCMTgcDrS2tqKoqEg4E6gQNLkKLyrp2MitD0D6DaZWNpIToampadXdXsNXeQH7+voEZdbU1ISuri4BtzCrwVqIcDgs2YHy8nJJlXKC5+bmYmxsDPPz87JDkOtwZmZGKg6JLQDiZLGFhYXiUw8MDKC5uRn9/f3w+XyYnp5GT08PvF4viouLhWTVMAxcvXoVACw778LCAjIzM9HT0yNBLS6c7u5uqbrcs2cP9u3bJ01idKs5/ufnEUTl8XjEimCDGR1kXFpakrRneno6FhYWkJeXh6WlJbEcNm/eLLtlLBaTaxqNRqUGRYObAGtfSO7O27ZtE4sBgOz23GC0+8hjemf3eDzixupKWC52uh56jlFpsE6C85ZxIMa3tm3bJvNH934A4qzkkUhE5jLTr+TfKC0ttXSXAiCkwGR/pkUxNjYmFsemTZvkOt2ULNFaUvPKdA3YLYo0WbyItBiIJkuVgoICSXsyaET+A76eysLDmMOXvvQlNDY2Ijs7GydOnLC4LawKBOJR+MnJSTEtOQmIcXc6nSgvLxdeQdM04Xa7pccCIbmmaaK9vR0k6CVFOncguggVFRXo6upCR0cHsrOzkZaWhk2bNsFutwtqkXLy5Em8+eaborCAeLzl8ccfF+wHzfof/ehHOHbsGBYXF+F0OnHrrbdKChKAZCeAuMswMTGBq1evSgZDBx1TsxAssCJNm81mQ25uLjZv3ozZ2VmxWhjoZBZEpxmBuDInnwJ3aAYqaTEEAgGLm1FRUWFJI+pF7/F48NBDD1nKo/Vc0RRyvO+0NnVBFwCh1aPy0BvRzp074fF4xA0mxJ8uNOeyVnhOpxO7du3C4OCgdKDSVtPExAROnz4tY+QGumnTJjidTlEeACyPr0XWjGJgPIE+ksYzkLFG48bpRpC4JVUpUCGQp0GXZLNTkNsd7x5VU1Mj0WyW67LwpqioSPDyBFcB8Umwb98+Mc/JT5iVlYWOjg4sLS1hcnJSGo8SK1FYWIi8vDyBKrPlGwDxH/v6+sQv5aTkrkkhnoEpWa/Xiw0bNmDjxo1IT09HNBpFV1cXjh07hieffBJzc3OyU+3YsUNSeC6XC1u3bpVS4qGhISwtLeHq1avCkM20IpAEMTkcDkuNPzEIqXwOmjZ+eXlZCF9vueUWS/yAaEumSJm+ZOWrDvySvUkjEOnbA7BYIECSl5HzipYkkCxaI1MW+1dSmLEAklYKF395ebnFLaGrp4uvVguacxyVlZVob29HeXm5zGsu/LGxMYkzlJaWYtOmTVI7wd2/urpaAG6EUBP/wPLsN99804J7uFZZM4qBUXaaVL29veJD8XW6BG1tbbhw4QKamposxSEkuyBhiw6yVVRUYOfOnVLIohmbu7q6cOTIEUljud1uKZb6zne+g2AwKAFKn8+H8+fPi6k+MTEhBU7z8/OCC2DNARDfkYPBoIBp9G8mDwFBSpx8e/futVQJcnfkJO3t7ZXHS0tLOHv2LPbu3Qun04mcnBzp+pydnY2xsTHs378fbW1tUtFXXV2NhYUF/PrXv8avfvUrfP3rX0dNTQ1uv/12bNy4UajaTdPE7OysZcHTJWAJt6aR181hWLWpzyNgDICk9ri4wuGwuCx0xWglaWyBTtfy2jBjwLSk5rwArExMAKRtYFlZGZ588kkUFBRg586dqK6ulk7rmqaPwoXb3d0NlytO5UdFwv+E3QNx6/Rf//VfcerUKVn8gUAAlZWVOHPmDPbt24f/+I//wCuvvAKXy4WOjg5RKqWlpQiHwxboeiAQEHjzlStXxDrQuArGlTo7O1FbW/u/FWdYM4qhqqpKOulQ/H6/Rcu2tbVh586dqKiokMUNWOMQwWBXaAjNAAAVZElEQVRQFvxqfJF8T19fnwSZhoaGcOHCBTE/NbdCYWGhjIkIOVKRHT9+3MJgDMDCqmSz2WC325Gbm4uSkhJL52KbzYaSkhIp7SaQRrskqUAd1nW4XC6JwNtsNulIdfLkSbhcLku6z+VySVCytbUVLS0tGB4eRjQalV6Qubm5uPfee8XEZpCQtRPMShC4pCslmYLUjWWoDBwOhwVavWHDBnEFNM8EAEttCoOcBI0ByYXd2toqrp/uAjY/P48DBw4IixbP1yXPPKbd1OrqatTU1Ahylpmv1NJpHaAmSIpK59ixYwiFQpbWAsFgUFi79u7dCwASSGR9B7NEFy5csLQ6YOUnqdkmJiYwPDyMjo4O6V3JDYR9UNmhja+zEIuWx00bYyCtO/+Ty5HFMECyoxBF9yFkEKmqqkrcB6YtecN4nOkp7gr33HMPenp6Vi2v1SXXAIQvgOfohrHcIYF4hoF1FYyU5+bmCtqOCocWBNNv5IoIBoOWnVEDnKgcsrKyJBA4Pz+P8vJyCXwy3QbES3DPnz+PkZERjIyM4G/+5m/w2muv4cKFCwKFJiAqHA7DMAwLB4PmdExlctJug4ZO8xg5HuhKEJCjA3XBYFCg1HQ7AEh2hKlGXn8g6RLwGAPFAwMD6OvrQ1dXlyjb0dFRIcHhe7X1sBp5jt5M+D06uxEKhcSiqKmpkR4UQLwMnNkQ8nwS1xAMBnHgwAFLA1vGyUhAxAAiwW7MULDYigSvExMTkrpkwLGkpETcC84XZjSuR9aMYqiqqrK0nGc++eTJkxaaNgpTjvxP83hiYgI+n8+CgtTISQapKFNTUxgYGMDJkyeF5DO1lh6IWxHc2ZeWlqRGAogv2lgshvr6emmMsri4KEhEEsQEg0GMjY2hu7tbzGOfzyc5cV1yzWi3Hovm+2P6ke7XwsKCkIza7XZ84xvfwOzsrJi8DocDdrsdhmGgvb0dLS0tiEQiiEajFuATIdgALPEFwpiBpLIwjDgdPRe/jnE4HA5BTgIQy4G8Cr29vZagLxCv7uT5TMMCEDeQaFAK3cuKigoBrfF1ZhKmp6ctlZh6PqT2DNU9Pvlfp7zpImRnZ+P8+fOW2JWOPzAOpS0VHR/ja1zAHLPP58PBgwelupKoSCBuGbDAit222KR3cHBQ4giRSAQdHR1idVRWViISiVw3H8OaUAwLCwuSZWhra5OUpXYPKLqblEYupiIgGVVmrwfdM4LU7XpilpeXo6ys7EMrGQmZBSAt0Wiu06QnlwBNaPp9H3zwAR555BHYbDYhltWR7O7ubpnI9JN1iTFhuRrYo1F+JFXVbldLS4uY6zp+kZ6eLgQov/zlL3HhwgWpAzl48KAozYWFBVnsusJSpx51PIE4B41pIBKUwUoGacm6pVN/CwsLmJubE6VDqnlWOuqJzTSz9v2JW9EcjF6vV7Ai3DwAWDagnp4eSyyKc4yWJ5Ak+eX3lZWViWnO+UFrQityWjV0WYnTAeIbIRc9U++VlZWCYeBxzhPNxwBAMDavvfaaAJxCoRCqq6ulvytjDaFQ6LqrK9dE78of/vCHT2zevBmHDh3Cr3/9a2lhPjs7i3fffRdA3CydmprC7OwsTp8+DYfDgeHhYbS3t2P79u2IxWIWghcSlxQXFwuP4uzsLKampjA2NoZYLIacnBwhYyFjNFOKusdhLBbD8PCwLF6Hw4H5+XnEYjHMzMwgPz8fc3NzKC4uxszMDBwOh5CR0ES+dOmSZBhoOhPe7HK5kJOTg+XlZbjdbmRmZiIUCqGyshJvvfUW2traMD09jVOnTsFut2NqagqRSATDw8MYHx9HQ0MDLl68iMzMTLz//vuCQygpKcHmzZul/yUQn6y0MM6dO4cNGzago6MD0WgUzz33HGZmZkTR5eTk4JZbbsHMzAxM04TNZrNUTzIe4HA4xHIAkgCn0tJSzMzMSO/Jubk58c1jsRiA+KR99913xYWh2O12FBcXy4KjdcY2dKzI1XyOQLw2oK+vTz6/srISdrsdsVgMDocD+fn5EtcZGxuTnpIs3weSXIz8XCphWgiZmZkoKipCdXU1FhcX0draiosXL2Lr1q1wu93IysqSuQzEg5J8T3Nzs2TFhoaGxKogroPWwuXLl8Vt4hzdsmWLlMmzRDs9PR2f+cxnEA6HcfHiRbFELl68iOLiYgSDQWzevBlLS0v46U9/+sn2rjQMY9AwjC7DMDoNw/hN4lieYRhvGIbRl/jvThw3DMP4e8MwLhqGcc4wjNqP/vRkK/ajR49a/D1qdsYCGExir0DuNnQ12tra8Cd/8idynJkHNnnhROIOoNvYa0AQkORRoDC1FwrFew/Ozs5KipCkHwQ5cTFMTk5ashCsY6B7ob+Xu4PH40FXV5fg+hl803lsWhxzc3OiTEiUWlxcjPLycnF7mFrTrgr5EGZnZ/Hoo48CSJrPtBSAOKZkfHxcAo9auKvrWhsCnJiW5CTmNQqHwwI9pu/f19eH2dlZQW5yLuTk5EjnaZ2VIKcC7yUtQ1pLmoZdE77wsY5HaYtDdwZjRiu1ypdzSs87II5b4f2hjI2N4aGHHsKBAwcsLgTndypEWdf5VFZWCicDELdWt2/fjs7OTvj9frFWyPkIxF2IXbt2Sfk2rQZdan49cj2uxG7TNLerIozHAJw0TbMCwMnEcwD4PwFUJP4eAfD/fdwHE0CjfTsKbwJdAea0dYkshSxJgLXfhM5LMzDV3t6OxsZGYe3RC59pvlQaMbfbLWi8rKwsKXdmKTDTldz9WQDEvgeU2dlZeY3FOEytcaIzwr5x40b84R/+IQ4fPixpTSCJY0hLS8PZs2eF5DYUConroYOsjE6HQiGJgczPz6OzsxPV1dUIBAJiKTCDwCIngpEMw8Ds7KwEFYG4dUDyVrpQ6enpmJubk5qCu+66C/n5+asSkrJzFoObOl2pi58IUqJJT8CSThGmzh19nMqkp6dnRbCR9P/6fN5vbZVw/lCh0H0hupG7PxA3/f1+v3RH27Vrl1C3XbhwASdPnhQOjQsXLqC9vR2PPfaYtFQ8evSolGOHQiEMDg6ipKQERUVFopAGBwclQMmCMXI9kkvC5XJZ2LuuVX6bGMN9AH6aePxTAPvV8RfNuJwB4DIMo/ijPmhhYcHC3UhyFu7u1dXV0tILSP5onhsMxtu8PfjggxJEY0pzNUmlF9fgmFSKMK0ourq6UFxcLLsLd/9IJAKPxyMw4mg0ilgsJn5deXk5iouLJaDE3Y0kLTo+4nbHm9k2NzcjGAxi586dCIVCuHTpkryPu+Gtt96KjRs3StCTQrOaDXWBeEl4fX09pqenZfHZbDY0NTVJQU99fT0KCwtlgTJbwTLntLQ0qYpcXFzEwsICFhcXUVlZaVnUdrsdGRkZ0s4OgNS/0AokvoJWh67CBKzNa7mo9eTmPeA8oemfyulRUVEhSpcNY2gN0HJg2pLzRs/F6upqC/GwVhZadNyCVH9spPzzn/8cfr8fBQUFAkhjwFcroqysLMnKUcGxMpIKncqCMQcN8tq0aZMoDSoUwEpLf61yrYrBBPC6YRhvG4bxSOJYkWma4wCQ+F+YOF4CYES9dzRxzCKGYTxiGMZvDMP4DQNWbFjL4CEn9fHjx1dg1IF4gRGVByGhvDC6upI3WZ8LQD6f2IFUCwFIBh1JLsrdmEVV5EvYtm2bmP2zs7PYsmULKisr4fP5RMFoglNaPrpDNoOhWunx+ZYtW8QdoEtFBfD666/HL3QCy0+8BYvEBgYGkJ6eLkSx3KFJyMrArwZcsXAqGo3i8uXLuHz5Ml599VVLI1imMdmvgpiNtLQ0OJ1OLC4uYmhoSBYxqda6urrg9/sxNzdnwS0YhmHpK/Hyyy9bMkiMPR08eBANDQ1y/5g9ACB9NrSy5c4OxIOEPT09FpZunZ3QotPj1dXVolw8Ho/MVSCOnqyurpZAt17YbW1tUjXMCl+2nWOA0+1244EHHpCUJlnIiF4sKiqSUuxIJILW1lZUVlbKfO3o6ACQ5FzgBsT5RiVyPXKtiuEu0zRrEXcTvm0Yxq6POHe1XmUrSB9M0/yxaZqfM03zc3a7HW1tbWIpEADCZh7U+Bpu6nYnSWHJygSsZH8CrEqCwpTg6OgoIpEIIpEI+vr6LEzQQJI5mhBnu90umPyZmRlMTk4iNzcXbW1t8r6NGzeKaUfQEsdXU1NjYQWinxwMBsVF0qIXBjMVmvZ+06ZNwoJEFigG1kKhkBRLsZaCWQbiFHR0fnR0VIhQdLqQgbyjR48KToL1FMynU/SuzvTo7OzsCteP1aa0GAifpsKx2+0wTdOSsqU7NjY2Jouf95a7OC0BphdppaTOAyp/nYng61QUPT094npoRcPXuOHU1dUhEAhg37598Hg80reSimViYkLer7+H/KS63JvnNTQ0CN9jSUmJLGyn0ylZOy74u+++GwAEz5BqLdBKuR65bqIWwzCeABAG8DCAPzBNczzhKvxP0zQrDcN4PvH4Z4nz/Tzvwz7T6/Wa999//4oGtQCkVThTjBTe0Jdeegl//dd/jdraWhw+fFh8RWp13lhOFmYtNFX8+fPn5T3chcfHx5GWlmZptkqILoU1Fbm5uZiamhKsABAPSHV0dKC8vFwo4DUVPBfIzp07cezYMdx///34yU9+IpOqtbXVgq7r6uqSXowlJSUYHh7G1q1bASTBTyQ9ycvLE5fm9ttvRzgcxvj4OHJzczE9PS2t4ux2O6LRKBYWFpCTk4NgMCjVjvfffz8CgQBOnTolZqzT6ZSKUP5p2DOBUQRNcXxsxgvEmabIYMXGM6SHIzfDhg0bUFRUhPr6emHi4rXiwiLxDl0ALbzveq5o1iXdjEhTwe/bt2/F3OT3eTwetLe3o66uDgcPHhSXVXOFpI5FL3SCk7QwUHjmzBns2LFDrMqTJ0+iqqpKMCqcf3v27MHbb78ti57ksB9WC8E06J49e9DR0YE//dM//eSIWgzDcBqGsZGPAewF0A3gFwC+kTjtGwBeSTz+BYD/O5Gd2AFg+qOUApCsqOSiBZJBpJ07d8piJ5adOwEQN5ueffZZbNmyBbt375YAUF9fH44fPw4grlxI5pmVlYXu7m4plWaq0OPxiCvAxc9FDMQXst6Vp6ampFfg/Py87MjkiGREnog4l8uF+vp6yXYwKHjfffcBgLQq4y7Pzzhx4gQGBgYki0GClpycHKEi43EG/3Sz09HRUanjYBk43QnGDWw2G6ampsQdCIVCOH78OFpaWhAKhXDgwAEBzDBlqZvUEPHI77Tb7TI+Bna1UmfLeU3iQuVAywGw0slzMTQ0NEhxHK8bRZv3NPm5gWgcgs44kA2LLgbbDtDM53z0+Xyoq6sT0J1WAFVVVTh79ix27NgBwMr5QdEd2ykvvPCCJVvQ3NwsMSeCm5xOp3RqZ8CbUllZKbUStBI0dqGkpERiLlRC1yrX4koUAfj/DcN4F8CvAbSYpnkCwN8B+KJhGH0Avph4DgDHAfQDuAjgHwF86+O+IC8vT8qrecN44QOBgLSeY0qHkFMg7jPOz8/jxz/+sSxWIFkVp6m82Hbe5XJJGzr6Z8wO8FzSqOlgZEFBgSAL6T8T6Ug3w+FwCI05EFcyJSUlQmbKQCbZhl955RXs3r1bFBcA4YBkio7uQVZWllgtrLbUaU+6B8QxENlINCGVA4FHCwsLsNvtyMzMhMfjQXl5uSi6jo4OjIyM4MqVK/D5fDh8+DAAa5EUGZeoXGgxRaNRaR7c3t6O2dlZsdqYTUnNRtBiIIcDEYu6kQsh8xSNbmXwjz67znDxcUNDA1566SUEAgEpkdZzCYjTr+nvIV6BVgu/Q3/nxMQEHnzwQZw5c0asC8YTNAjP5XJJK0YgGcPQZEO0Avx+P1wul6Ur28jICGprayV2cObMGVGMjCmwHwXBUpyD1xuAXBOcj4ZhXAVw/Y7QjREPgJVBi7UnN8s4gZtnrDfLOIHVx7rZNM2VpCWrSPrHn/KpiP9afZ8bLYZh/OZmGOvNMk7g5hnrzTJO4Lcf65qolViXdVmXtSXrimFd1mVdVshaUQzXVNixRuRmGevNMk7g5hnrzTJO4Lcc65oIPq7LuqzL2pK1YjGsy7qsyxqSG64YDMP4kmEY/kSZ9mMf/47f6ViaDMOYNAyjWx37xMrLP+Gx3moYxinDMHoMw3jPMIz/uhbHaxiGwzCMXxuG8W5inP9v4niZYRhnE+N8yTAMe+J4RuL5xcTrpZ/GONV40wzDeMcwjFfX+Dh/p1QIlkajn/YfgDQAlwCUA7ADeBfA1hs4nl0AagF0q2NPAXgs8fgxAD9IPN4H4D8Qrw3ZAeDspzzWYgC1iccbAfQC2LrWxpv4vuzEYxuAs4nvPwbgYOL4/wDwp4nH3wLwPxKPDwJ46VO+rkcA/CuAVxPP1+o4BwF4Uo59Yvf+U/shH/Lj7gTwmnr+fQDfv8FjKk1RDH4AxYnHxYhjLgDgeQD/12rn3aBxv4I4AnXNjhdAFoAOAPWIg2/SU+cBgNcA3Jl4nJ44z/iUxudFnFvkCwBeTSykNTfOxHeuphg+sXt/o12JayrRvsHyW5WXfxqSMGM/i/huvObGmzDPOwFMAngDcSsxZJom+97pscg4E69PA8j/NMYJ4IcAvgdgOfE8f42OE/gdUCFoudHIx2sq0V6jsibGbhhGNoB/A/DfTNOcMYzVhhU/dZVjn8p4TdNcArDdMAwXgGYA1audlvh/Q8ZpGMY9ACZN03zbMIw/uIax3Oj7f5dpmu8bhlEI4A3DMC58xLnXPdYbbTGMArhVPfcCeP8GjeXDZCJRVo7Ef1JI3/CxG4ZhQ1wp/Itpmv+eOLxmx2uaZgjA/0Tcz3UZhsGNSY9Fxpl4PRfA9TVe/N+TuwB82TCMQQBHEXcnfrgGxwkAME3z/cT/ScSV7X/BJ3jvb7RiaAdQkYj82hEP4vziBo8pVT6x8vJPUoy4afBPAHpM03xmrY7XMIyChKUAwzAyAfwfAHoAnALwlQ8ZJ8f/FQD/aSYc49+lmKb5fdM0vaZpliI+D//TNM0H1to4gU+HCuGGBMpSAib7EI+oXwLw/9zgsfwMwDiABcS17DcR9xtPAuhL/M9LnGsA+IfEuLsAfO5THuvvI24OngPQmfjbt9bGC+AOAO8kxtkN4PHE8XLEy/gvAvg5gIzEcUfi+cXE6+U3YB78AZJZiTU3zsSY3k38vcd180ne+3Xk47qsy7qskBvtSqzLuqzLGpR1xbAu67IuK2RdMazLuqzLCllXDOuyLuuyQtYVw7qsy7qskHXFsC7rsi4rZF0xrMu6rMsKWVcM67Iu67JC/hcEzR4+lwRKuwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "eq = cv2.equalizeHist(img)\n",
    "plt.imshow(eq, 'gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#图像直方图\n",
    "hist = cv2.calcHist([eq2],[0],None,[256],[0,256])\n",
    "\n",
    "plt.figure()#新建一个图像\n",
    "plt.title(\"Grayscale Histogram\")#图像的标题\n",
    "plt.xlabel(\"Bins\")#X轴标签\n",
    "plt.ylabel(\"# of Pixels\")#Y轴标签\n",
    "plt.plot(hist)#画图\n",
    "plt.xlim([0,256])#设置x坐标轴范围\n",
    "plt.show()#显示图像"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "二次图像均衡化,图像不变,可证明. P.S 书本习题3.7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f1cf4472f10>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "eq2 = cv2.equalizeHist(eq)\n",
    "plt.imshow(eq2, 'gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#图像直方图\n",
    "hist = cv2.calcHist([eq2],[0],None,[256],[0,256])\n",
    "\n",
    "plt.figure()#新建一个图像\n",
    "plt.title(\"Grayscale Histogram\")#图像的标题\n",
    "plt.xlabel(\"Bins\")#X轴标签\n",
    "plt.ylabel(\"# of Pixels\")#Y轴标签\n",
    "plt.plot(hist)#画图\n",
    "plt.xlim([0,256])#设置x坐标轴范围\n",
    "plt.show()#显示图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
